Antonio Plaza - Hyperspectral Imaging

PUBLICATIONS OF ANTONIO J. PLAZA

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Journal Papers (182):

M. Chi, A. Plaza, J. A. Benediktsson, Z. Sun, J. Shen and Y. Zhu. Big Data for Remote Sensing: Challenges and Opportunities. Proceedings of the IEEE, accepted for publication, 2016 (pdf) [JCR(2015)=5.629].
L. I. Jimenez, G. Martin, S. Sanchez, C. Gonzalez, S. Bernabe, J. Plaza and A. Plaza. GPU Implementation of Spatial-Spectral Preprocessing for Hyperspectral Unmixing. IEEE Geoscience and Remote Sensing Letters, accepted for publication, 2016 (pdf) [JCR(2015)=2.228].
J. Guo, X. Zhou, J. Li, A. Plaza and S. Prasad. Superpixel Based Active Learning and Online Feature Importance Learning for Hyperspectral Image Analysis. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
A. Erturk, M. D. Iordache and A. Plaza. Sparse Unmixing with Dictionary Pruning for Hyperspectral Change Detection. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
V. Ayma, P. Happ, R. Ferreira, A. Oliveira, R. Feitosa, G. da Costa and A. Plaza. A New Cloud Computing Architecture for the Classification of Remote Sensing Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
W. Luo, L. Gao, A. Plaza, A. Marinoni, B. Yang, L. Zhong, P. Gamba and B. Zhang. A New Algorithm for Bilinear Spectral Unmixing of Hyperspectral Images Using Particle Swarm Optimization. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
J. Liu, Z. Wu, J. Li, L. Xiao, A. Plaza and J. A. Benediktsson. Spatial-Spectral Hyperspectral Image Classification Using Random Multiscale Representation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
Y. Liu, J. Li, P. Du, A. Plaza, X. Jia and X. Zhang. Class-Oriented Spectral Partitioning for Remotely Sensed Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
Y. Wu, X. Yang, A. Plaza, F. Qiao, L. Gao, B. Zhang and Y. Cui. Approximate Computing of Remotely Sensed Data: SVM Hyperspectral Image Classification as a Case Study. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
A. Marinoni, A. Plaza and P. Gamba. Harmonic Mixture Modeling for Efficient Nonlinear Hyperspectral Unmixing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
C. Gonzalez, S. Bernabe, D. Mozos and A. Plaza. FPGA Implementation of an Algorithm for Automatically Detecting Targets in Remotely Sensed Hyperspectral Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
X. Tong, X. Xu, A. Plaza, H. Xie, H. Pan, W. Cao and D. Lv. A New Genetic Method for Sub-Pixel Mapping Using Hyperspectral Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, accepted for publication, 2016 (pdf) [JCR(2015)=2.145].
J. Li, J. M. Bioucas-Dias, A. Plaza and L. Liu. Robust Collaborative Nonnegative Matrix Factorization for Hyperspectral Unmixing. IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 10, pp. 6076-6090, October 2016 (pdf) [JCR(2015)=3.360].
K. Tan, X. Jin, A. Plaza, X. Wang, L. Xiao and P. Du. Automatic Change Detection in High-Resolution Remote Sensing Images by using a Multiple Classifier System and Spectral-Spatial Features. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 8, pp. 3439-3451, August 2016 (pdf) [JCR(2015)=2.145].
G. Cavallaro, M. Dalla Mura, J. A. Benediktsson and A. Plaza. Remote Sensing Image Classification Using Attribute Filters Defined over the Tree of Shapes. IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 7, pp. 3899-3911, July 2016 (pdf) [JCR(2015)=3.360].
X. Guo, X. Huang, L. Zhang, L. Zhang, A. Plaza and J. A. Benediktsson. Support Tensor Machines for Classification of Hyperspectral Remote Sensing Imagery. IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 6, pp. 3248-3264, June 2016 (pdf) [JCR(2015)=3.360].
Z. Wu, Y. Li, A. Plaza, J. Li, F. Xiao and Z. Wei. Parallel and Distributed Dimensionality Reduction of Hyperspectral Data on Cloud Computing Architectures. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 6, pp. 2270-2278, June 2016 (pdf) [JCR(2015)=2.145].
M. Xu, X. Jia, M. Pickering and A. Plaza. Cloud Removal Based on Sparse Representation via Multitemporal Dictionary Learning. IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 5, pp. 2998-3006, May 2016 (pdf) [JCR(2015)=3.360].
X. Xu, J. Li, X. Huang, M. Dalla Mura and A. Plaza. Multiple Morphological Component Analysis Based Decomposition for Remote Sensing Image Classification. IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 5, pp. 3083-3102, May 2016 (pdf) [JCR(2015)=3.360].
S. Zhang, J. Li, K. Liu, C. Deng, L. Liu and A. Plaza. Hyperspectral Unmixing Based on Local Collaborative Sparse Regression. IEEE Geoscience and Remote Sensing Letters, vol. 13, no. 5, pp. 631-635, May 2016 (pdf) [JCR(2015)=2.228].
Y. Xu, Z. Wu, J. Li, A. Plaza and Z. Wei. Anomaly Detection in Hyperspectral Images Based on Low-Rank and Sparse Representation. IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 4, pp. 1990-2000, April 2016 (pdf) [JCR(2015)=3.360].
J. Liu, Z. Wu, J. Li, A. Plaza and Y. Yuan. Probabilistic Kernel Collaborative Representation for Spatial-Spectral Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 4, pp. 2371-2384, April 2016 (pdf) [JCR(2015)=3.360].
B. Song, P. Li, J. Li and A. Plaza. One-Class Classification of Remote Sensing Images Using Kernel Sparse Representation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 4, pp. 1613-1623, April 2016 (pdf) [JCR(2015)=2.145].
M. Xu, M. Pickering, A. Plaza and X. Jia. Thin Cloud Removal Based on Signal Transmission Principles and Spectral Mixture Analysis. IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 3, pp. 1659-1669, March 2016 (pdf) [JCR(2015)=3.360].
J. Li, M. Khodadadzadeh, A. Plaza, X. Jia and J. M. Bioucas-Dias. A Discontinuity Preserving Relaxation Scheme for Spectral-Spatial Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 2, pp. 625-639, February 2016 (pdf) [JCR(2015)=2.145].
Y. Liu, J. Li and A. Plaza. Spectrometer-Driven Spectral Partitioning for Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 2, pp. 668-680, February 2016 (pdf) [JCR(2015)=2.145].
A. Erturk, M. D. Iordache and A. Plaza. Sparse Unmixing Based Change Detection for Multi-Temporal Hyperspectral Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 2, pp. 708-719, February 2016 (pdf) [JCR(2015)=2.145].
T. Schmid, M. Rodriguez-Rastrero, P. Escribano, A. Palacios-Orueta, E. Ben Dor, A. Plaza, R. Milewski, M. Huesca, A. Bracken, V. Cicuendez, M. Pelayo and S. Chabrillat. Characterization of Soil Erosion Indicators Using Hyperspectral Data from a Mediterranean Cultivated Region. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 2, pp. 845-860, February 2016 (pdf) [JCR(2015)=2.145].
S. Bernabe, G. Martin, J. M. P. Nascimento, J. M. Bioucas-Dias, A. Plaza and V. Silva. Parallel Hyperspectral Coded Aperture for Compressive Sensing on GPUs. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 2, pp. 932-944, February 2016 (pdf) [JCR(2015)=2.145].
E. Torti, G. Danese, F. Leporati and A. Plaza. A Hybrid CPU-GPU Real-Time Hyperspectral Unmixing Chain. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 2, pp. 945-951, February 2016 (pdf) [JCR(2015)=2.145].
J. Delgado, G. Martin, J. Plaza, L. I. Jimenez and A. Plaza. Fast Spatial Preprocessing for Spectral Unmixing of Hyperspectral Data on Graphics Processing Units. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, no. 2, pp. 952-961, February 2016 (pdf) [JCR(2015)=2.145].
F. Sierra-Pajuelo, A. Paz and A. Plaza. Performance Optimizations for an Automatic Target Generation Process in Hyperspectral Analysis. Scalable Computing: Practice and Experience, vol. 17, no. 1, pp. 1-11, January 2016 (pdf).
J. Sevilla, L. I. Jimenez and A. Plaza. Sparse Unmixing-Based Content Retrieval of Hyperspectral Images on Graphics Processing Units. IEEE Geoscience and Remote Sensing Letters, vol. 12, no. 12, pp. 2443-2447, December 2015 (pdf) [JCR(2015)=2.228].
S. Sanchez, P. Marpu, A. Plaza and A. Paz. Parallel Implementation of Polarimetric Synthetic Aperture Radar Data Processing for Unsupervised Classification Using the Complex Wishart Classifier. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 11, pp. 1939-5387, November 2015 (pdf) [JCR(2015)=2.145].
M. Chi, A. Plaza, J. A. Benediktsson, B. Zhang and B. Huang. Foreword to the Special Issue on Big Data in Remote Sensing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 10, pp. 4607-4609, October 2015 (pdf) [JCR(2015)=2.145].
G. Cavallaro, M. Riedel, M. Richerzhagen, J. A. Benediktsson and A. Plaza. On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 10, pp. 4634-4646, October 2015 (pdf) [JCR(2015)=2.145].
J. Li, A. Agathos, D. Zaharie, J. M. Bioucas-Dias, A. Plaza and X. Li. Minimum Volume Simplex Analysis: A Fast Algorithm for Linear Hyperspectral Unmixing. IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 9, pp. 5067-5082, September 2015 (pdf) [JCR(2015)=3.360].
Z. Wu, J. Liu, A. Plaza, J. Li and Z. Wei. GPU Implementation of Composite Kernels for Hyperspectral Image Classification. IEEE Geoscience and Remote Sensing Letters, vol. 12, no. 9, pp. 1973-1977, September 2015 (pdf) [JCR(2015)=2.228].
L. I. Jimenez and A. Plaza. HyperMix: An Open-Source Tool for Fast Spectral Unmixing on Graphics Processing Units. IEEE Geoscience and Remote Sensing Letters, vol. 12, no. 9, pp. 1883-1887, September 2015 (pdf) [JCR(2015)=2.228].
S. Sanchez, R. Ramalho, L. Sousa and A. Plaza. Real-Time Implementation of Remotely Sensed Hyperspectral Image Unmixing on GPUs. Journal of Real-Time Image Processing, vol. 10, no. 3, pp. 469-483, September 2015 (pdf) [JCR(2015)=1.564].
R. Marrero, S. Lopez, G. M. Callico, M. A. Veganzones, A. Plaza, J. Chanussot and R. Sarmiento. A Novel Negative Abundance-Oriented Hyperspectral Unmixing Algorithm. IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 7, pp. 3772-3790, July 2015 (pdf) [JCR(2015)=3.360].
Z. Wu, Q. Wang, A. Plaza, J. Li, L. Sun and Z. Wei. Real-Time Implementation of the Sparse Multinomial Logistic Regression for Hyperspectral Image Classification on GPUs. IEEE Geoscience and Remote Sensing Letters, vol. 12, no. 7, pp. 1456-1460, July 2015 (pdf) [JCR(2015)=2.228].
L. Gao, J. Gao, J. Li, A. Plaza, L. Zhuang, X. Sun and B. Zhang. Multiple Algorithm Integration Based on Ant Colony Optimization for Endmember Extraction from Hyperspectral Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 6, pp. 2569-2582, June 2015 (pdf) [JCR(2015)=2.145].
L. Zhuang, B. Zhang, L. Gao, J. Li and A. Plaza. Normal Endmember Spectral Unmixing Method for Hyperspectral Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 6, pp. 2598-2606, June 2015 (pdf) [JCR(2015)=2.145].
A. Marinoni, J. Plaza, A. Plaza and P. Gamba. Nonlinear Hyperspectral Unmixing Using Nonlinearity Order Estimation and Polytope Decomposition. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 6, pp. 2644-2654, June 2015 (pdf) [JCR(2015)=2.145].
Z. Wu, Q. Wang, A. Plaza, J. Li, J. Liu and Z. Wei. Parallel Implementation of Sparse Representation Classifiers for Hyperspectral Imagery on GPUs. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 6, pp. 2926-2938, June 2015 (pdf) [JCR(2015)=2.145].
Z. Wu, Q. Wang, A. Plaza, J. Li, L. Sun and Z. Wei. Parallel Spatial-Spectral Hyperspectral Image Classification with Sparse Representation and Markov Random Fields on GPUs. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 6, pp. 2926-2938, June 2015 (pdf) [JCR(2015)=2.145].
E. M. Sigurdsson, A. Plaza and J. A. Benediktsson. GPU Implementation of Iterative Constrained Endmember Extraction from Remotely Sensed Hyperspectral Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 6, pp. 2939-2949, June 2015 (pdf) [JCR(2015)=2.145].
B. Yang, L. Gao, A. Plaza, M. Yang and B. Zhang. Dual Mode FPGA Implementation of Target and Anomaly Detection Algorithms for Real-Time Hyperspectral Imaging. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 6, pp. 2950-2961, June 2015 (pdf) [JCR(2015)=2.145].
M. Khodadadzadeh, J. Li, S. Prasad and A. Plaza. Fusion of Hyperspectral and LiDAR Remote Sensing Data Using Multiple Feature Learning. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 6, pp. 2971-2983, June 2015 (pdf) [JCR(2015)=2.145].
P. Du, Z. Xue, J. Li and A. Plaza. Learning Discriminative Sparse Representations for Hyperspectral Image Classification. IEEE Journal of Selected Topics in Signal Processing, vol. 9, no. 6, pp. 1089-1104, June 2015 (pdf) [JCR(2015)=2.569].
A. Ertürk and A. Plaza. Informative Change Detection for Hyperspectral Images by Unmixing. IEEE Geoscience and Remote Sensing Letters, vol. 12, no. 6, pp. 1252-1256, June 2015 (pdf) [JCR(2015)=2.228].
P. Benner, V. Novakovic, A. Plaza, E. S. Quintana-Orti and A. Remon. Fast and Reliable Noise Estimation for Hyperspectral Subspace Identification. IEEE Geoscience and Remote Sensing Letters, vol. 12, no. 6, pp. 1199-1203, June 2015 (pdf) [JCR(2015)=2.228].
J. Li, I. Dopido, P. Gamba and A. Plaza. Complementarity of Discriminative Classifiers and Spectral Unmixing Techniques for the Interpretation of Hyperspectral Images. IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 5, pp. 2899-2912, May 2015 (pdf) [JCR(2015)=3.360].
G. Martin, J. M. Bioucas-Dias and A. Plaza. HYCA: A New Technique for Hyperspectral Compressive Sensing. IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 5, pp. 2819-2831, May 2015 (pdf) [JCR(2015)=3.360].
G. Leon, J. M. Molero, E. M. Garzon, I. Garcia, A. Plaza and E. S. Quintana-Orti. Exploring the Performance-Power-Energy Balance of Low-Power Multicore and Manycore Architectures for Anomaly Detection in Remote Sensing. Journal of Supercomputing, vol. 71, no. 5, pp. 1893-1906, May 2015 (pdf) [JCR(2015)=1.088].
J. Li, X. Huang, P. Gamba, J. M. Bioucas-Dias, L. Zhang, J. A. Benediktsson and A. Plaza. Multiple Feature Learning for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 3, pp. 1592-1606, March 2015 (pdf) [JCR(2015)=3.360].
L. Gao, J. Li, M. Khodadadzadeh, A. Plaza, B. Zhang, Z. He and H. Yan. Subspace-Based Support Vector Machines for Hyperspectral Image Classification. IEEE Geoscience and Remote Sensing Letters, vol. 12, no. 2, pp. 349-353, February 2015 (pdf) [JCR(2015)=2.228].
J. Sevilla, Y. Julien, G. Soria, J. A. Sobrino and A. Plaza. A New Geo-Portal for MODIS/SEVIRI Image Products with Geolocation-Based Retrieval Functionality. Journal of Applied Remote Sensing, vol. 9, Article ID 096079, 43 pages, February 2015 (pdf) [JCR(2015)=0.937].
X. Huang, X. Guan, J. A. Benediktsson, L. Zhang, J. Li, A. Plaza and M. Dalla Mura. Multiple Morphological Profiles from Multicomponent Base Images for Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 12, pp. 4653-4669, December 2014 (pdf) [JCR(2014)=3.026].
M. Khodadadzadeh, J. Li, A. Plaza and J. M. Bioucas-Dias. A Subspace-Based Multinomial Logistic Regression for Hyperspectral Image Classification. IEEE Geoscience and Remote Sensing Letters, vol. 11, no. 12, pp. 2105-2109, December 2014 (pdf) [JCR(2014)=2.095].
X. Huang, Q. Lu, L. Zhang and A. Plaza. New Postprocessing Methods for Remote Sensing Image Classification: A Systematic Study. IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 11, pp. 7140-7159, November 2014 (pdf) [JCR(2015)=3.360].
J. Sevilla, S. Bernabe and A. Plaza. Unmixing-Based Content Retrieval System for Remotely Sensed Hyperspectral Imagery on GPUs. Journal of Supercomputing, vol. 70, no. 2, pp. 588-599, November 2014 (pdf) [JCR(2014)=0.858].
L. Gao, Q. Guo, A. Plaza, J. Li and B. Zhang. A New Probabilistic Anomaly Detector for Remotely Sensed Hyperspectral Data. Journal of Applied Remote Sensing, vol. 8, Article ID 083538, 20 pages, November 2014 (pdf) [JCR(2014)=1.183].
M. Khodadadzadeh, J. Li, A. Plaza, H. Ghassemian, J. M. Bioucas-Dias and X. Li. Spectral-Spatial Classification of Hyperspectral Data Using Local and Global Probabilities for Mixed Pixel Characterization. IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 10, pp. 6298-6314, October 2014 (pdf) [JCR(2014)=3.514].
J. Li, P. Gamba and A. Plaza. A Novel Semi-Supervised Method for Obtaining Finer Resolution Urban Extents Exploiting Coarser Resolution Maps. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 10, pp. 4276-4287, October 2014 (pdf) [JCR(2014)=3.026].
S. Saponara, A. Plaza, M. Diani, M. F. Carlsohn and G. Corsini. Preface to the Special Issue on Algorithms and Architectures fore Real-Time Multi-Dimensional Image Processing. Journal of Real-Time Image Processing, vol. 9, no. 3, pp. 393-396, September 2014 (pdf) [JCR(2014)=2.020].
S. Sanchez and A.Plaza. Fast Determination of the Number of Endmembers for Real-Time Hyperspectral Unmixing on GPUs. Journal of Real-Time Image Processing, vol. 9, no. 3, pp. 397-405, September 2014 (pdf) [JCR(2014)=2.020].
B. Song, J. Li, M. Dalla Mura, P. Li, A. Plaza, J. M. Bioucas-Dias, J. A. Benediktsson and J. Chanussot. Remotely Sensed Image Classification Using Sparse Representations of Morphological Attribute Profiles. IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 8, pp. 5122-5136, August 2014 (pdf) [JCR(2014)=3.514].
M. A. Veganzones, G. Tochon, M. Dalla Mura, A. Plaza and J. Chanussot. Hyperspectral Image Segmentation Using a New Spectral Unmixing-Based Binary Partition Tree Representation. IEEE Transactions on Image Processing, vol. 23, no. 8, pp. 3574-3589, August 2014 (pdf) [JCR(2014)=3.625].
I. Dopido, J. Li, P. Gamba and A. Plaza. A New Hybrid Strategy Combining Semi-Supervised Classification and Unmixing of Hyperspectral Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 8, pp. 1939-1404, August 2014 (pdf) [JCR(2014)=3.026].
M. D. Iordache, J. M. Bioucas-Dias, A. Plaza and B. Somers. MUSIC-CSR: Hyperspectral Unmixing via Multiple Signal Classification and Collaborative Sparse Regression. IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 7, pp. 4364-4382, July 2014 (pdf) [JCR(2014)=3.514].
E. Torti, M. Acquistapace, G. Danese, F. Leporati and A. Plaza. Real-Time Identification of Hyperspectral Subspaces. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 2680-2687, June 2014 (pdf) [JCR(2014)=3.026].
Q. Guo, B. Zhang, Q. Ran, L. Gao, J. Li and A. Plaza. Weighted-RXD and Linear Filter-Based RXD: Improving Background Statistics Estimation for Anomaly Detection in Hyperspectral Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 2351-2366, June 2014 (pdf) [JCR(2014)=3.026].
S. Sanchez, G. Leon, A. Plaza and E. Quintana-Orti. Assessing the Performance-Energy Balance of Graphics Processors for Spectral Unmixing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 2305-2316, June 2014 (pdf) [JCR(2014)=3.026].
M. Castillo, J. C. Fernandez, F. D. Igual, A. Plaza, E. S. Quintana-Orti and A. Remon. Hyperspectral Unmixing on Multicore DSPs: Trading off Performance for Energy. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 2297-2304, June 2014 (pdf) [JCR(2014)=3.026].
J. Sevilla and A. Plaza. A New Digital Repository for Hyperspectral Imagery with Unmixing-Based Retrieval Functionality Implemented on GPUs. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 2267-2280, June 2014 (pdf) [JCR(2014)=3.026].
J. M. Molero, E. M. Garzon, I. Garcia, E. Quintana-Orti and A. Plaza. Efficient Implementation of Hyperspectral Anomaly Detection Techniques on GPUs and Multicore Processors. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 2256-2266, June 2014 (pdf) [JCR(2014)=3.026].
A. Agathos, J. Li, D. Petcu and A. Plaza. Multi-GPU Implementation of the Minimum Volume Simplex Analysis Algorithm for Hyperspectral Unmixing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 2281-2296, June 2014 (pdf) [JCR(2014)=3.026].
P. Ghamisi, J. A. Benediktsson, G. Cavallaro and A. Plaza. Automatic Framework for Spectral-Spatial Classification based on Supervised Feature Extraction and Morphological Attribute Profiles. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 2147-2160, June 2014 (pdf) [JCR(2014)=3.026].
M. D. Iordache, L. Tits, J. M. Bioucas-Dias, A. Plaza and B. Somers. A Dynamic Unmixing Framework for Plant Production System Monitoring. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, no. 6, pp. 2016-2034, June 2014 (pdf) [JCR(2014)=3.026].
X. Wu, B. Huang, A. Plaza, Y. Li and C. Wu. Real-Time Implementation of the Pixel Purity Index Algorithm for Endmember Identification on GPUs. IEEE Geoscience and Remote Sensing Letters, vol. 11, no. 5, pp. 955-959, May 2014 (pdf) [JCR(2014)=2.095].
J. M. P. Nascimento, J. M. Bioucas-Dias, J. M. Rodriguez Alves, V. Silva and A. Plaza. Parallel Hyperspectral Unmixing on GPUs. IEEE Geoscience and Remote Sensing Letters, vol. 11, no. 3, pp. 666-670, March 2014 (pdf) [JCR(2014)=2.095].
M. D. Iordache, J. M. Bioucas-Dias and A. Plaza. Collaborative Sparse Regression for Hyperspectral Unmixing. IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 1, pp. 341-354, January 2014 (pdf) [JCR(2014)=3.514].
W.-K. Ma, J. M. Bioucas-Dias, T.-H. Chan, N. Gillis, P. Gader, A. Plaza, A. Ambikapathi and C.-Y. Chi. A Signal Processing Perspective on Hyperspectral Unmixing: Insights from Remote Sensing. IEEE Signal Processing Magazine, vol. 31, no. 1, pp. 67-81, January 2014 (pdf) [JCR(2014)=5.852].
S. Bernabe, P. R. Marpu, A. Plaza, M. Dalla Mura and J. A. Benediktsson. Spectral-Spatial Classification of Multispectral Images Using Kernel Feature Space Representation. IEEE Geoscience and Remote Sensing Letters, vol. 11, no. 1, pp. 288-292, January 2014 (pdf) [JCR(2014)=2.095].
J. Li, P. R. Marpu, A. Plaza, J. M. Bioucas-Dias and J. A. Benediktsson. Generalized Composite Kernel Framework for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, vol. 51, no. 9, pp. 4816-4829, September 2013 (pdf) [JCR(2013)=2.993].
S. Lopez, J. F. Moure, A. Plaza, G. M. Callico, J. F. Lopez and R. Sarmiento. A New Preprocessing Technique for Fast Hyperspectral Endmember Extraction. IEEE Geoscience and Remote Sensing Letters, vol. 10, no. 5, pp. 1070-1074, September 2013 (pdf) [JCR(2013)=1.809].
A. Ferran, S. Bernabe, P. G. Rodriguez and A. Plaza. A Web-Based System for Classification of Remote Sensing Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 6, no. 4, pp. 1934-1948, August 2013 (pdf) [JCR(2013)=2.827].
I. Dopido, J. Li, P. R. Marpu, A. Plaza, J. M. Bioucas-Dias and J. A. Benediktsson. Semi-Supervised Self-Learning for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, vol. 51, no. 7, pp. 4032-4044, July 2013 (pdf) [JCR(2013)=2.993].
E. M. T. Hendrix, I. Garcia, J. Plaza and A. Plaza. On the Minimum Volume Simplex Enclosure for Estimating a Linear Mixing Model. Journal of Global Optimization, vol. 56, no. 3, pp. 957-970, July 2013 (pdf) [JCR(2013)=1.355].
J. M. Bioucas-Dias, A. Plaza, G. Camps-Valls, P. Scheunders, N. Nasrabadi and J. Chanussot. Hyperspectral Remote Sensing Data Analysis and Future Challenges. IEEE Geoscience and Remote Sensing Magazine, vol. 1, no. 2, pp. 6-36, June 2013 (pdf).
S. Bernabe, S. Sanchez, A. Plaza, S. Lopez, J. A. Benediktsson and R. Sarmiento. Hyperspectral Unmixing on GPUs and Multi-Core Processors: A Comparison. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 6, no. 3, pp. 1386-1398, June 2013 (pdf) [JCR(2013)=2.827].
J. M. Molero, E. M. Garzon, I. Garcia and A. Plaza. Analysis and Optimizations of Global and Local Versions of the RX Algorithm for Anomaly Detection in Hyperspectral Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 6, no. 2, pp. 801-814, June 2013 (pdf) [JCR(2013)=2.827].
P. Cappelaere, S. Sanchez, S. Bernabe, A. Scuri, D. Mandl and A. Plaza. Cloud Implementation of a Full Hyperspectral Unmixing Chain within the NASA Web Coverage Processing Service for EO-1. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 6, no. 2, pp. 408-418, June 2013 (pdf) [JCR(2013)=2.827].
A. Remon, S. Sanchez, S. Bernabe, E. S. Quintana-Orti and A. Plaza. Performance versus Energy Consumption of Hyperspectral Unmixing Algorithms on Multi-Core Platforms. EURASIP Journal on Advances in Signal Processing, vol. 68, pp. 1-15, April 2013 (pdf) [JCR(2013)=0.810].
S. Lopez, T. Vladimirova, C. Gonzalez, J. Resano, D. Mozos and A. Plaza. The Promise of Reconfigurable Computing for Hyperspectral Imaging On-Board Systems: Review and Trends. Proceedings of the IEEE, vol. 101, no. 3, pp. 698-722, March 2013 (pdf) [JCR(2013)=5.466].
S. Bernabe, S. Lopez, A. Plaza and R. Sarmiento. GPU Implementation of an Automatic Target Detection and Classification Algorithm for Hyperspectral Image Analysis. IEEE Geoscience and Remote Sensing Letters, vol. 10, no. 2, pp. 221-225, March 2013 (pdf) [JCR(2013)=1.809].
A. Barberis, G. Danese, F. Leporati, A. Plaza and E. Torti. Real-Time Implementation of the Vertex Component Analysis Algorithm on GPUs. IEEE Geoscience and Remote Sensing Letters, vol. 10, no. 2, pp. 251-255, March 2013 (pdf) [JCR(2013)=1.809].
J. Li, J. M. Bioucas-Dias and A. Plaza. Semi-Supervised Hyperspectral Image Classification Using Soft Sparse Multinomial Logistic Regression. IEEE Geoscience and Remote Sensing Letters, vol. 10, no. 2, pp. 318-322, March 2013 (pdf) [JCR(2013)=1.809].
C. Gonzalez, S. Sanchez, A. Paz, J. Resano, D. Mozos and A. Plaza. Use of FPGA or GPU-Based Architectures for Remotely Sensed Hyperspectral Image Processing. Integration, the VLSI Journal, vol. 46, no. 2, pp. 89-103, March 2013 (pdf) [JCR(2013)=0.529].
J. Li, J. M. Bioucas-Dias and A. Plaza. Spectral-Spatial Classification of Hyperspectral Data Using Loopy Belief Propagation and Active Learning. IEEE Transactions on Geoscience and Remote Sensing, vol. 51, no. 2, pp. 844-856, February 2013 (pdf) [JCR(2013)=2.993].
A. Plaza. Editorial. IEEE Transactions on Geoscience and Remote Sensing, vol. 51, no. 1, pp. 3-4, January 2013 (pdf) [JCR(2013)=2.993].
M. D. Iordache, J. M. Bioucas-Dias and A. Plaza. Total Variation Spatial Regularization for Sparse Hyperspectral Unmixing. IEEE Transactions on Geoscience and Remote Sensing, vol. 50, no. 11, pp. 4484-4502, November 2012 (pdf) [JCR(2012)=3.467].
S. Bernabe, A. Plaza, P. R. Marpu and J. A. Benediktsson. A New Parallel Tool for Classification of Remotely Sensed Imagery. Computers & Geosciences, vol. 46, pp. 208-2012, September 2012 (pdf) [JCR(2012)=1.834].
A. Plaza. Outcome of the First IEEE GRSS Remote Sensing Summer School. IEEE Geoscience and Remote Sensing Newsletter, no. 164, pp. 38-41, September 2012 (pdf).
E. M. T. Hendrix, I. Garcia, J. Plaza, G. Martin and A. Plaza. A New Minimum Volume Enclosing Algorithm for Endmember Identification and Abundance Estimation in Hyperspectral Data. IEEE Transactions on Geoscience and Remote Sensing, vol. 50, no. 7, pp. 2744-2757, July 2012 (pdf) [JCR(2012)=3.467].
M. Ciznicki, K. Kurowski and A. Plaza. GPU Implementation of JPEG2000 for Hyperspectral Image Compression. Journal of Applied Remote Sensing, vol. 6, Article ID 061507, 14 pages, July 2012 (pdf) [JCR(2012)=0.876].
J. M. Molero, E. M. Garzon, I. Garcia and A. Plaza. Anomaly Detection Based on a Parallel Kernel RX Algorithm for Multicore Platforms. Journal of Applied Remote Sensing, vol. 6, Article ID 061503, 10 pages, July 2012 (pdf) [JCR(2012)=0.876].
A. Plaza. Overview of the First IEEE GRSS Remote Sensing Summer School. IEEE Geoscience and Remote Sensing Newsletter, no. 163, pp. 31-36, June 2012 (pdf).
A. Plaza, J. M. Bioucas-Dias, A. Simic and W. J. Blackwell. Foreword to the Special Issue on Hyperspectral Image and Signal Processing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, no. 2, pp. 347-353, April 2012 (pdf) [JCR(2012)=2.874].
J. M. Bioucas-Dias, A. Plaza, N. Dobigeon, M. Parente, Q. Du, P. Gader and J. Chanussot. Hyperspectral Unmixing Overview: Geometrical, Statistical and Sparse Regression-Based Approaches. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, no. 2, pp. 354-379, April 2012 (pdf) [JCR(2012)=2.874].
G. Martin and A. Plaza. Spatial-Spectral Preprocessing Prior to Endmember Identification and Unmixing of Remotely Sensed Hyperspectral Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, no. 2, pp. 380-395, April 2012 (pdf) [JCR(2012)=2.874].
B. Somers, M. Zortea, A. Plaza and G. P. Asner. Automated Extraction of Image-Based Endmember Bundles for Improved Spectral Unmixing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, no. 2, pp. 396-408, April 2012 (pdf) [JCR(2012)=2.874].
I. Dopido, A. Villa, A. Plaza and P. Gamba. A Quantitative and Comparative Assessment of Unmixing-Based Feature Extraction Techniques for Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, no. 2, pp. 421-435, April 2012 (pdf) [JCR(2012)=2.874].
J. Li, J. Bioucas-Dias and A. Plaza. Spectral-Spatial Hyperspectral Image Segmentation Using Subspace Multinomial Logistic Regression and Markov Random Fields. IEEE Transactions on Geoscience and Remote Sensing, vol. 50, no. 3, pp. 809-823, March 2012 (pdf) [JCR(2012)=3.467].
A. Plaza. The Hyperspectral Imaging Network (Hyper-I-Net): A European Project for Education in Geoscience and Remote Sensing. IEEE Geoscience and Remote Sensing Newsletter, no. 162, pp. 41-47, March 2012 (pdf).
C. Gonzalez, D. Mozos, J. Resano and A. Plaza. FPGA Implementation of the N-FINDR Algorithm for Remotely Sensed Hyperspectral Image Analysis. IEEE Transactions on Geoscience and Remote Sensing, vol. 50, no. 2, pp. 374-388, February 2012 (pdf) [JCR(2012)=3.467].
C. Gonzalez, J. Resano, A. Plaza and D. Mozos. FPGA Implementation of Abundance Estimation for Spectral Unmixing of Hyperspectral Data Using the Image Space Reconstruction Algorithm. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, no. 1, pp. 248-261, February 2012 (pdf) [JCR(2012)=2.874].
J. Plaza, E. M. T. Hendrix, I. Garcia, G. Martin and A. Plaza. On Endmember Identification in Hyperspectral Images without Pure Pixels: A Comparison of Algorithms. Journal of Mathematical Imaging and Vision, vol. 42, no. 2-3, pp. 163-175, February 2012 (pdf) [JCR(2012)=1.767].
B. Huang and A. Plaza. Special Section Guest Editorial: High-Performance Computing in Applied Remote Sensing. Journal of Applied Remote Sensing, vol. 5, Article ID 051599, December 2011 (pdf) [JCR(2011)=0.818].
Y.-L. Chang, T.-J. Hsieh, A. Plaza, Y.-L. Chen, W.-Y. Liang, J.-P. Fang and B. Huang. Parallel Positive Boolean Function Approach to Classification of Remote Sensing Images. Journal of Applied Remote Sensing, vol. 5, Article ID 051505, 15 pages, December 2011 (pdf) [JCR(2011)=0.818].
F. Liu, F. Seinstra and A. Plaza. Parallel Hyperspectral Image Processing on Distributed Multi-Cluster Systems. Journal of Applied Remote Sensing, vol. 5, Article ID 051501, 14 pages, December 2011 (pdf) [JCR(2011)=0.818].
J. M. Molero, A. Paz, E. M. Garzon, J. A. Martinez, A. Plaza and I. Garcia. Fast Anomaly Detection in Hyperspectral Images with RX Method on Heterogeneous Clusters. Journal of Supercomputing, vol. 58, no. 3, pp. 411-419, December 2011 (pdf) [JCR(2011)=0.578].
A. Plaza. An Overview of Education Activities in the IEEE Geoscience and Remote Sensing Society. IEEE Geoscience and Remote Sensing Newsletter, no. 161, pp. 59-61, December 2011 (pdf).
J. A. Martinez, E. M. Garzon, A. Plaza and I. Garcia. Automatic Tuning of Iterative Computation on Heterogeneous Multiprocessors with ADITHE. Journal of Supercomputing, vol. 58, no. 2, pp. 151-159, November 2011 (pdf) [JCR(2011)=0.578].
A. Plaza, Q. Du, J. Bioucas-Dias, X. Jia and F. Kruse. Foreword to the Special Issue on Spectral Unmixing of Remotely Sensed Data. IEEE Transactions on Geoscience and Remote Sensing, vol. 49, no. 11, pp. 4103-4110, November 2011 (pdf) [JCR(2011)=2.895].
J. Li, J. Bioucas-Dias and A. Plaza. Hyperspectral Image Segmentation Using a New Bayesian Approach with Active Learning. IEEE Transactions on Geoscience and Remote Sensing, vol. 49, no. 10, pp. 3947-3960, October 2011 (pdf) [JCR(2011)=2.895].
A. Plaza, Q. Du, Y.-L. Chang and R. L. King. Foreword to the Special Issue on High Performance Computing in Earth Observation and Remote Sensing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 4, no. 3, pp. 503-507, September 2011 (pdf) [JCR(2011)=1.489].
C. A. Lee, S. D. Gasster, A. Plaza. C.-I Chang and B. Huang. Recent Developments in High Performance Computing for Remote Sensing: A Review. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 4, no. 3, pp. 508-527, September 2011 (pdf) [JCR(2011)=1.489].
A. Plaza, Q. Du, Y.-L. Chang and R. L. King. High Performance Computing for Hyperspectral Remote Sensing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 4, no. 3, pp. 528-544, September 2011 (pdf) [JCR(2011)=1.489].
S. Sanchez, A. Paz, G. Martin and A. Plaza. Parallel Unmixing of Remotely Sensed Hyperspectral Images on Commodity Graphics Processing Units. Concurrency and Computation: Practice & Experience, vol. 23, no. 13, pp. 1538-1557, September 2011 (pdf) [JCR(2011)=0.636].
A. Remon, S. Sanchez, A. Paz, E. S. Quintana-Orti and A. Plaza. Real-Time Endmember Extraction on Multi-Core Processors. IEEE Geoscience and Remote Sensing Letters, vol. 8, no. 5, pp. 924-928, September 2011 (pdf) [JCR(2011)=1.560].
G. Martin and A. Plaza. Region-Based Spatial Preprocessing for Endmember Extraction and Spectral Unmixing. IEEE Geoscience and Remote Sensing Letters, vol. 8, no. 4, pp. 745-749, July 2011 (pdf) [JCR(2011)=1.560].
I. Dopido, M. Zortea, A. Villa, A. Plaza and P. Gamba. Unmixing Prior to Supervised Classification of Remotely Sensed Hyperspectral Images. IEEE Geoscience and Remote Sensing Letters, vol. 8, no. 4, pp. 760-764, July 2011 (pdf) [JCR(2011)=1.560].
M. D. Iordache, J. Bioucas-Dias and A. Plaza. Sparse Unmixing of Hyperspectral Data. IEEE Transactions on Geoscience and Remote Sensing, vol. 6, no. 6, pp. 2014-2039, June 2011 (pdf) [JCR(2011)=2.895].
A. Plaza, J. Plaza, A. Paz and S. Sanchez. Parallel Hyperspectral Image and Signal Processing. IEEE Signal Processing Magazine, vol. 28, no. 3, pp. 119-126, May 2011 (pdf) [JCR(2011)=4.066].
F. Garcia-Vilchez, J. Munoz-Mari, M. Zortea, I. Blanes, V. Gonzalez, G. Camps-Valls, A. Plaza and J. Serra-Sagrista. On the Impact of Lossy Compression on Hyperspectral Image Classification and Unmixing. IEEE Geoscience and Remote Sensing Letters, vol. 8, no. 2, pp. 253-257, March 2011 (pdf) [JCR(2011)=1.560].
C.-I Chang, B. Ramakhrishna, J. Wang and A. Plaza. Low-Bit Rate Exploitation-Based Lossy Hyperspectral Image Compression. Journal of Applied Remote Sensing, vol. 4, Article ID 041760 (pdf), 24 pages, December 2010 [JCR(2010)=1.000].
A. Plaza, J. Plaza and H. Vegas. Improving the Performance of Hyperspectral Image and Signal Processing Algorithms Using Parallel, Distributed and Specialized Hardware-Based Systems. Journal of Signal Processing Systems, vol. 50, pp. 293-315, December 2010 (html, pdf) [JCR(2010)=0.623].
J. Li, J. Bioucas-Dias and A. Plaza. Semi-Supervised Hyperspectral Image Segmentation Using Multinomial Logistic Regression with Active Learning. IEEE Transactions on Geoscience and Remote Sensing, vol. 48, no. 11, pp. 4085-4098, November 2010 (pdf) [JCR(2010)=2.485].
A. Plaza, J. Plaza and A. Paz. Improving the Scalability of Hyperspectral Imaging Applications on Heterogeneous Platforms Using Adaptive Run-Time Data Compression. Computers & Geosciences, vol. 36, no. 10, pp. 1283-1291, October 2010 (pdf) [JCR(2010)=1.416].
A. Plaza. Computational Issues in Remote Sensing Data Analysis. IEEE Geoscience and Remote Sensing Newsletter, no. 156, pp. 11-15, September 2010 (pdf).
G. Martin, V. Gonzalez-Ruiz, A. Plaza, J. P. Ortiz and I. Garcia. Impact of JPEG2000 Compression on Endmember Extraction and Unmixing of Remotely Sensed Hyperspectral Data. Journal of Applied Remote Sensing, vol. 4, Article ID 041796, 24 pages, July 2010 (pdf) [JCR(2010)=1.000].
A. Plaza, J. Plaza and A. Paz. Parallel Heterogeneous CBIR System for Efficient Hyperspectral Image Retrieval Using Spectral Mixture Analysis. Concurrency and Computation: Practice & Experience, vol. 22, no. 9, pp. 1138-1159, June 2010 (pdf) [JCR(2010)=0.907].
J. Plaza and A. Plaza. Spectral Mixture Analysis of Hyperspectral Scenes Using Intelligently Selected Training Samples. IEEE Geoscience and Remote Sensing Letters, vol. 7, no. 2, pp. 371-375, April 2010 (pdf) [JCR(2010)=1.431].
C. Gonzalez, J. Resano, D. Mozos, A. Plaza and D. Valencia. FPGA Implementation of the Pixel Purity Index Algorithm for Remotely Sensed Hyperspectral Image Analysis. EURASIP Journal on Advances in Signal Processing, vol. 2010, Article ID 969806, 13 pages, 2010 (html) [JCR(2010)=1.053].
A. Paz and A. Plaza. Clusters versus GPUs for Parallel Automatic Target Detection in Remotely Sensed Hyperspectral Images. EURASIP Journal on Advances in Signal Processing, vol. 2010, Article ID 915639, 18 pages, 2010 (html) [JCR(2010)=1.053].
J. Plaza, A. Plaza, R. Perez and P. Martinez. On the Use of Small Training Sets for Neural Network-Based Characterization of Mixed Pixels in Remotely Sensed Hyperspectral Images. Pattern Recognition, vol. 42, no. 11, pp. 3032-3045, November 2009 (pdf) [JCR(2009)=2.554].
M. Zortea and A. Plaza. A Quantitative and Comparative Analysis of Different Implementations of N-FINDR: A Fast Endmember Extraction Algorithm. IEEE Geoscience and Remote Sensing Letters, vol. 6, no. 4, pp. 787-791, October 2009 (pdf) [JCR(2009)=1.379].
A. Plaza, J. A. Benediktsson, J. Boardman, J. Brazile, L. Bruzzone, G. Camps-Valls, J. Chanussot, M. Fauvel, P. Gamba, J.A. Gualtieri, M. Marconcini, J. C. Tilton and G. Trianni. Recent Advances in Techniques for Hyperspectral Image Processing. Remote Sensing of Environment, vol. 113, supplement 1, pp. 110-122, September 2009 (pdf) [JCR(2009)=3.612]. One of the most downloaded papers of Remote Sensing of Environment in July-September 2009 (html).
M. E. Schaepman, S. L. Ustin, A. Plaza, T. H. Painter, J. Verrelst and S. Liang. Earth System Science Related Imaging Spectroscopy - An Assessment. Remote Sensing of Environment, vol. 113, supplement 1, pp. 123-137, September 2009 (pdf) [JCR(2009)=3.612]. One of the most downloaded papers of Remote Sensing of Environment in July-September 2009 (html).
M. Zortea and A. Plaza. Spatial Preprocessing for Endmember Extraction. IEEE Transactions on Geoscience and Remote Sensing, vol. 47, no. 8, pp. 2679-2693, August 2009 (pdf) [JCR(2009)=2.234].
A. Plaza. Preface to the Special Issue on Architectures and Techniques for Real-Time Processing of Remotely Sensed Images. Journal of Real-Time Image Processing, vol. 4, no. 3, pp. 191-193, August 2009 (pdf) [JCR(2010)=0.962].
J. C. Jimenez-Muñoz, J. Sobrino, A. Plaza, L. Guanter, J. Moreno and P. Martinez. Comparison Between Fractional Vegetation Cover Retrievals from Vegetation Indices and Spectral Mixture Analysis: Case Study of PROBA/CHRIS Data over an Agricultural Area. Sensors, vol. 9, no. 2, pp. 768-793, February 2009 (html) [JCR(2009)=1.821].
J. Plaza, A. Plaza and C. Barra. Multi-Channel Morphological Profiles for Classification of Hyperspectral Image Data Using Support Vector Machines. Sensors, vol. 9, no. 1, pp. 196-218, January 2009 (html) [JCR(2009)=1.821].
A. Plaza and C.-I Chang. Preface to the Special Issue on High Performance Computing for Hyperspectral Imaging. International Journal of High Performance Computing Applications, vol. 22, no. 4, pp. 363-365, November 2008 (pdf) [JCR(2008)=1.824].
A. Plaza and C.-I Chang. Clusters versus FPGA for Parallel Processing of Hyperspectral Imagery. International Journal of High Performance Computing Applications, vol. 22, no. 4, pp. 366-385, November 2008 (pdf) [JCR(2008)=1.824].
D. Valencia, A. Lastovetsky, M. O'Flynn, A. Plaza and J. Plaza. Parallel Processing of Remotely Sensed Hyperspectral Images on Heterogeneous Networks of Workstations Using HeteroMPI. International Journal of High Performance Computing Applications, vol. 22, no. 4, pp. 386-407, November 2008 (pdf) [JCR(2008)=1.824].
A. Plaza. Parallel Processing of Remotely Sensed Hyperspectral Imagery: Full-pixel versus Mixed-pixel Classification. Concurrency and Computation: Practice & Experience, vol. 20, no. 13, pp. 1539-1572, September 2008 (pdf) [JCR(2008)=1.791].
C.-I Chang, M. Hsueh, W. Liu, C.-C. Wu, F. Chaudry, G. Solyar and A. Plaza. A Pyramid-Based Block of Skewers for Pixel Purity Index for Endmember Extraction in Hyperspectral Imagery. International Journal of High Speed Electronics and Systems, vol. 18, no. 2, pp. 469-482, June 2008 (pdf).
J. Plaza, R. Perez, A. Plaza, P. Martinez and D. Valencia. Parallel Morphological/Neural Processing of Hyperspectral Images Using Heterogeneous and Homogeneous Platforms. Cluster Computing, vol. 11, no. 1, pp. 17-32, March 2008 (pdf) [JCR(2008)=0.591].
A. Plaza, D. Valencia and J. Plaza. An Experimental Comparison of Parallel Algorithms for Hyperspectral Analysis Using Homogeneous and Heterogeneous Networks of Workstations. Parallel Computing, vol. 34, no. 2, pp. 92-114, February 2008 (pdf) [JCR(2008)=1.309]. One of the most downloaded papers of Parallel Computing in January-March 2008 (html).
J. Sobrino, J. C. Jimenez-Muñoz, G. Soria, M. Romaguera, L. Guanter, J. Moreno, A. Plaza and P. Martinez. Land Surface Emissivity Retrieval From Different VNIR and TNIR Sensors. IEEE Transactions on Geoscience and Remote Sensing, vol. 46, no. 2, pp. 316-327, February 2008 (pdf) [JCR(2008)=3.157].
A. Plaza. Parallel Techniques for Information Extraction from Hyperspectral Imagery Using Heterogeneous Networks of Workstations. Journal of Parallel and Distributed Computing, vol. 68, pp. 93-111, January 2008 (pdf) [JCR(2008)=1.168]. One of the most downloaded papers of the Journal of Parallel and Distributed Computing in January-March 2008 (html).
R. Zurita-Milla, J. G. P. W. Clevers, M. E. Schaepman and A. Plaza. Retrieving Sub-Pixel Land Cover Composition Through an Effective Integration of the Spatial, Spectral and Temporal Dimensions of MERIS Imagery. Journal of Remote Sensing, vol. 11, pp. 660-669, November 2007.
J. Setoain, M. Prieto, C. Tenllado, A. Plaza and F. Tirado. Parallel Morphological Endmember Extraction Using Commodity Graphics Hardware. IEEE Geoscience and Remote Sensing Letters, vol. 43, no. 3, pp. 441-445, July 2007 (pdf) [JCR(2007)=1.140].
A. Plaza, J. Plaza and D. Valencia. Impact of Platform Heterogeneity on the Design of Parallel Algorithms for Morphological Processing of High-Dimensional Image Data. Journal of Supercomputing, vol. 40, no. 1, pp. 81-107, April 2007 (pdf) [JCR(2007)=0.246].
D. Valencia, A. Plaza, P. Martinez and J. Plaza. Parallel Processing of High-Dimensional Remote Sensing Images Using Cluster Computer Architectures. International Journal of Computers and their Applications, vol. 14, no. 1, pp. 23-34, March 2007 (pdf).
A. Plaza and C.-I Chang. Impact of Initialization on Design of Endmember Extraction Algorithms. IEEE Transactions on Geoscience and Remote Sensing, vol. 44, no. 11, pp. 3397-3407, November 2006 (pdf) [JCR(2006)=1.752].
A. Plaza, D. Valencia, J. Plaza and C.-I Chang. Parallel Implementation of Endmember Extraction Algorithms from Hyperspectral Data. IEEE Geoscience and Remote Sensing Letters, vol. 3, no. 3, pp. 334-338, July 2006 (pdf) [JCR(2007)=1.140].
A. Plaza, D. Valencia, J. Plaza and P. Martinez. Commodity Cluster-Based Parallel Processing of Hyperspectral Imagery. Journal of Parallel and Distributed Computing, vol. 66, no. 3, pp. 345-358, March 2006 (pdf) [JCR(2006)=0.430]. Most downloaded paper of the Journal of Parallel and Distributed Computing in January-March 2006 (html).
P. Martinez, R.M. Perez, A. Plaza, P.L. Aguilar, M.C. Cantero and J. Plaza. Endmember Extraction Algorithms from Hyperspectral Images. Annals of Geophysics, vol. 49, no. 1, pp. 93-101, February 2006 (pdf) [JCR(2006)=0.441].
C.-I Chang and A. Plaza. A Fast Iterative Algorithm for Implementation of Pixel Purity Index. IEEE Geoscience and Remote Sensing Letters, vol. 3, no. 1, pp. 63-67, January 2006 (pdf) [JCR(2007)=1.140].
J. C. Tilton, W. T. Lawrence and A. Plaza. Utilizing Hierarchical Segmentation to Generate Water and Snow Masks to Facilitate Monitoring of Change with Remotely Sensed Image Data. GIScience & Remote Sensing, vol. 43, no. 1, pp. 39-66, January 2006 (pdf) [JCR(2008)=0.707].
A. Plaza, P. Martinez, J. Plaza and R.M. Perez. Dimensionality Reduction and Classification of Hyperspectral Image Data Using Sequences of Extended Morphological Transformations, IEEE Transactions on Geoscience and Remote Sensing, vol. 43, no. 3, pp. 466-479, March 2005 (pdf) [JCR(2005)=1.627].
A. Plaza, P. Martinez, R.M. Perez and J. Plaza. A New Approach to Mixed Pixel Classification of Hyperspectral Imagery Based on Extended Morphological Profiles, Pattern Recognition, vol. 37, no. 6, pp. 1097-1116, June 2004 (pdf) [JCR(2004)=2.176].
A. Plaza, P. Martinez, R.M. Perez and J. Plaza. A Quantitative and Comparative Analysis of Endmember Extraction Algorithms from Hyperspectral Data, IEEE Transactions on Geoscience and Remote Sensing, vol. 42, no. 3, pp. 650-663, March 2004 (pdf) [JCR(2004)=1.467].
A. Plaza, P. Martinez, J. Plaza, R.M. Perez, P.L. Aguilar, M.C. Cantero. Algoritmos de extracción de endmembers en imágenes hiperespectrales. Revista de Teledetección (in Spanish), no. 21, pp. 101-105, 2004 (pdf).
A. Plaza, P. Martinez, R.M. Perez and J. Plaza. Spatial/Spectral Endmember Extraction by Multidimensional Morphological Operations, IEEE Transactions on Geoscience and Remote Sensing, vol. 40, no. 9, pp. 2025-2041, September 2002 (pdf) [JCR(2002)=1.603].
E. Cernadas, M.L. Duran, T. Antequera and A. Plaza. Recognizing Marbling in Dry-cured Iberian Ham by Multiscale Analysis, Pattern Recognition Letters, vol. 23, no. 11, pp. 1311-1321, September 2002 [JCR(2002)=0.409] (See Correction, Pattern Recognition Letters, vol. 1-3, pp. 631, January 2003).
P.L. Aguilar, R.M. Perez, P. Martinez and A. Plaza. Red autoorganizativa para descomposición de imágenes hiperespectrales. Informacion Tecnologica (in Spanish), vol. 12, no. 6, pp. 185-192, 2001 (pdf).

Guest Edited Journal Special Issues (9):

M. Chi, A. Plaza, J. A. Benediktsson, B. Zhang and B. Huang. Special Issue on Big Data in Remote Sensing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 10, September 2015 (pdf) [JCR(2014)=3.026].
G. Corsini, M. Diani, S. Saponara, A. Plaza and M. Carlsohn, Guest Editors. Special Issue on Algorithms and Architectures for Real-Time Multi-Dimensional Image Processing. Journal of Real-Time Image Processing, vol. 9, no. 3, September 2014 (html) [JCR(2014)=2.020].
A. Plaza, J. Bioucas-Dias, A. Simic and W. Blackwell, Guest Editors. Special Issue on Hyperspectral Image and Signal Processing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, no. 2, April 2012 (pdf) [JCR(2012)=2.874].
B. Huang and A. Plaza, Guest Editors. Special Section on High Performance Computing in Applied Remote Sensing: Part 2. Journal of Applied Remote Sensing, vol. 6, 2012 (html) [JCR(2012)=0.876].
B. Huang and A. Plaza, Guest Editors. Special Section on High Performance Computing in Applied Remote Sensing: Part 1. Journal of Applied Remote Sensing, vol. 5, 2011 (html) [JCR(2011)=0.818].
A. Plaza, Q. Du, J. Bioucas-Dias, X. Jia and F. A. Kruse, Guest Editors. Special Issue on Spectral Unmixing of Remotely Sensed Data. IEEE Transactions on Geoscience and Remote Sensing, vol. 49, no. 11, November 2011 (pdf) [JCR(2011)=2.895].
A. Plaza, Q. Du, Y.-L. Chang and R. L. King, Guest Editors. Special Issue on High Performance Computing in Earth Observation and Remote Sensing. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 4, no. 3, September 2011 (pdf) [JCR(2011)=1.489].
A. Plaza, Guest Editor. Special Issue on Architectures and Techniques for Real-Time Processing of Remotely Sensed Images. Journal of Real-Time Image Processing, vol. 4, no. 3, August 2009 (html) [JCR(2010)=0.962].
A. Plaza and C.-I Chang, Guest Editors. Special Issue on High Performance Computing for Hyperspectral Imaging. International Journal of High Performance Computing Applications, vol. 22, no. 4, November 2008 (html) [JCR(2008)=1.824]

Edited Books and Proceedings (9):

A. Plaza and C.-I Chang, Editors. High Performance Computing in Remote Sensing. Chapman & Hall/CRC Press, Computer & Information Science Series, Taylor & Francis, Boca Raton, Florida, ISBN: 9781584886624, 2007 (html, flyer, review).
B. Huang, A. Plaza and R. Vitulli, Guest Editors. SPIE Conference on Satellite Data Compression, Communication and Processing V. Optics and Photonics, Society of Photo-optical Instrumentation Engineers (SPIE), San Diego, California, vol. 7455, ISBN: 9780819477453, August 2009 (pdf).
B. Huang, A. Plaza, J. Serra-Sagrista, C. Lee, Y. Li and S.-E. Qian, Editors. SPIE Conference on Satellite Data Compression, Communication and Processing VI. Optics and Photonics, Society of Photo-optical Instrumentation Engineers (SPIE), San Diego, California, vol. 7810, ISBN: 9780819477453, August 2010 (pdf).
B. Huang, A. Plaza and C. Thiebaut, Editors. SPIE Conference on Satellite Data Compression, Communication and Processing VII. Optics and Photonics, Society of Photo-optical Instrumentation Engineers (SPIE), San Diego, California, vol. 8157, ISBN: 9780819487674, August 2011 (pdf).
B. Huang, A. Plaza and C. Thiebaut, Editors. SPIE Conference on Satellite Data Compression, Communication and Processing VIII. Optics and Photonics, Society of Photo-optical Instrumentation Engineers (SPIE), San Diego, California, vol. 8514, ISBN: 9780819492319, August 2012 (pdf).
B. Huang, A. Plaza and C.-I Chang, Editors. SPIE Conference on Satellite Data Compression, Communication and Processing IX. Optics and Photonics, Society of Photo-optical Instrumentation Engineers (SPIE), San Diego, California, vol. 8871, ISBN: 9780819497215, August 2013 (pdf).
B. Huang and A. Plaza, Editors. SPIE Conference on High-Performance Computing in Remote Sensing I. Optics and Photonics, Society of Photo-optical Instrumentation Engineers (SPIE), Prague, Czech Republic, vol. 8183, ISBN: 97808194488107, September 2011 (pdf).
B. Huang and A. Plaza, Editors. SPIE Conference on High-Performance Computing in Remote Sensing II. Optics and Photonics, Society of Photo-optical Instrumentation Engineers (SPIE), Edinburgh, United Kingdom, vol. 8539, ISBN: 9780819492791, September 2012 (pdf).
B. Huang, A. Plaza and Z. Wu. SPIE Conference on High-Performance Computing in Remote Sensing III. Optics and Photonics, Society of Photo-optical Instrumentation Engineers (SPIE), Dresden, Germany, vol. 8895, ISBN: 9780819497642, November 2013 (pdf).

Book Chapters (23):

J. R. G. Braga, V. C. Gomes, E. H. Shiguemori, H. F. C. Velho, A. Plaza and J. Plaza. Nonlinear Method of Reduction of Dimensionality Based on Artificial Neural Network and Hardware Implementation, in Integral Methods in Science and Engineering. Edited by C. Costanda and A. Kirsch, Springer, 2015, ISBN: 978-3-319-16726-8, pp. 69-79.
J. Li and A. Plaza. Hyperspectral Image Processing: Methods and Approaches, in Remote Sensing Handbook, Volume I: Data Characterization, Classification and Accuracies. Edited by P. Thenkabail, Taylor and Francis, in press.
P. Gamba, G. Lisini, G. C. Iannelli, I. Dopido and A. Plaza. Earth Observation Data Processing and Interpretation for Human Settlement Characterization: A Really Global Challenge, in Global Urban Monitoring and Assessment through Earth Observation. Edited by Q. Weng, Taylor and Francis, May 2014, pp. 35-48.
T. Van Kessel, N. Drost, J. Maasen, H. E. Bal, F. J. Seinstra and A. Plaza. Towards a High-Performance Distributed CBIR System for Hyperspectral Remote Sensing Data: A Case Study in Jungle Computing, in: High Performance Computing in Complex Enfironments. Edited by E. Jeannot and J. Zilinskas, Wiley, 2013, in press (pdf).
E. Ben-Dor, T. Malthus, A. Plaza and D. Schläpfer. Hyperspectral Remote Sensing, in: Airborne Measurements for Environmental Research. Edited by M. Wendish and J. L. Brengier, CRC Press, 2012, pp. 419-753 (pdf).
A. Plaza, J. Plaza, G. Martin and S. Sanchez. Hyperspectral Data Processing Algorithms, in: Hyperspectral Remote Sensing of Vegetation. Edited by P. S. Thenkabail, J. G. Lyon and A. Huete, Taylor & Francis, 2011, ISBN: 9781439845370, pp. 121-137 (pdf).
H. Safavi, C.-I Chang and A. Plaza. Projection Pursuit-Based Dimensionality Reduction for Hyperspectral Analysis, in: Satellite Data Compression. Edited by B. Huang, Springer, 2011, ISBN: 978-1-4614-1182-6, pp. 287-309 (pdf).
A. Plaza, G. Martin, J. Plaza, M. Zortea and S. Sanchez. Recent Developments in Spectral Unmixing and Endmember Extraction, in: Optical Remote Sensing - Advances in Signal Processing and Exploitation Techniques. Edited by S. Prasad, L. Bruce and J. Chanussot, Springer, 2011, ISBN: 978-3-642-1241-6, pp. 235-268 (pdf).
J. Muñoz, A. Plaza, J. A. Gualtieri and G. Camps-Valls. Parallel Implementation of SVM in Earth Observation Applications, in: Parallel Programming and Applications in Grid, P2P and Networking systems. Edited by F. Xhafa, IOS Press, 2009, ISBN: 978-1-60750-004-9, pp. 292-312 (pdf).
A. Plaza. Parallel Spatial-Spectral Processing of Hyperspectral Images, in: Computational Intelligence for Remote Sensing. Edited by M. Graña and R. J. Duro, Series: Studies in Computational Intelligence, vol. 133, Springer Berlin, 2008, ISBN: 978-3-540-79352-6, pp. 163-192 (pdf).
J. Plaza, A. Plaza, R. Perez and P. Martinez. Parallel Classification of Hyperspectral Images Using Neural Networks, in: Computational Intelligence for Remote Sensing. Edited by M. Graña and R. J. Duro, Series: Studies in Computational Intelligence, vol. 133, Springer Berlin, 2008, ISBN: 978-3-540-79352-6, pp. 193-216 (pdf).
A. Plaza and C.-I Chang. Preface to High Performance Computing in Remote Sensing, in: High Performance Computing in Remote Sensing. Edited by A. Plaza and C.-I Chang, Chapman & Hall/CRC Press, Computer & Information Science Series, Boca Raton, Florida, October 2007, ISBN: 9781584886624, pp. 1-7, 2007 (pdf).
A. Plaza and C.-I Chang. Computer Architectures in Remote Sensing: Overview and Case Study, in: High Performance Computing in Remote Sensing. Edited by A. Plaza and C.-I Chang, Chapman & Hall/CRC Press, Computer & Information Science Series, Boca Raton, Florida, October 2007, ISBN: 9781584886624, pp. 9-41, 2007 (pdf).
J. Plaza, R. Perez, A. Plaza, P. Martinez and D. Valencia. Parallel Implementation of Morphological Neural Networks for Hyperspectral Image Analysis, in: High Performance Computing in Remote Sensing. Edited by A. Plaza and C.-I Chang, Chapman & Hall/CRC Press, Computer & Information Science Series, Boca Raton, Florida, October 2007, ISBN: 9781584886624, pp. 131-150, 2007 (pdf).
D. Valencia, P. Martínez, A. Plaza and J. Plaza. Parallel Wildland Fire Monitoring and Tracking Using Heterogeneous Computing Resources, in: High Performance Computing in Remote Sensing. Edited by A. Plaza and C.-I Chang, Chapman & Hall/CRC Press, Computer & Information Science Series, Boca Raton, Florida, October 2007, ISBN: 9781584886624, pp. 151-182, 2007 (pdf).
A. Plaza. Morphological Hyperspectral Image Analysis, A Parallel Processing Perspective, in: Hyperspectral Data Exploitation: Theory and Applications. Edited by C.-I Chang. John Wiley & Sons, May 2007, ISBN: 978-0-471-74697-3, pp. 353-378, April 2007 (html, pdf).
A. Plaza. Applications of Morphological Processing to Endmember Extraction, in: Recent Advances in Hyperspectral Signal and Image Processing. Edited by C.-I Chang. Research Signpost, Kerala, India, ISBN: 81-7895-218-1, pp. 195-220, 2007 (html, pdf).
F. Chaudhry, W. Liu, S. Chakravarty, C.-I Chang and A. Plaza. Pixel Purity Index-Based Endmember Extraction Algorithms, in: Recent Advances in Hyperspectral Signal and Image Processing. Edited by C.-I Chang. Research Signpost, Kerala, India, ISBN: 81-7895-218-1, pp. 29-62, 2007 (html, pdf).
A. Plaza, J. Plaza, D. Valencia and P. Martinez. Parallel Segmentation of Multispectral Images Using Multidimensional Mathematical Morphology, in: Advances in Image and Video Segmentation. Edited by Y.J. Zhang, IRM Press, Pennsylvania, ISBN: 1591407532, pp. 270-291, 2006 (html, pdf).
B. Ramakhrishna, A. Plaza, C.-I Chang, H. Ren, Q. Du and C.-C. Chang. Spectral/Spatial Hyperspectral Image Compression, in: Hyperspectral Data Compression. Edited by G. Motta, F. Rizzo y J.A. Storer, Springer, Berlin, Germany, ISBN: 0387285792, pp. 309-346, 2006 (html, pdf).
P.L. Aguilar, A. Plaza, R.M. Perez and P. Martinez. Morphological Endmember Identification and Its Systolic Array Design, in: Neural Networks and Systolic Array Design. Edited by D. Zhang and S.K. Pal, World Scientific, Singapore, ISBN: 978-981-02-4840-6, pp. 47-69, 2002 (html, pdf).
R.M. Perez, P. Martinez, A. Plaza and P.L. Aguilar. Systolic Array Methodology for a Neural Model to Solve the Mixture Problem, in: Neural Networks and Systolic Array Design. Edited by D. Zhang and S.K. Pal, World Scientific, Singapore, ISBN: 978-981-02-4840-6, pp. 23-46, 2002 (html, pdf).
P. Martinez, P.L. Aguilar, R.M. Perez and A. Plaza. Systolic SOM Neural Network for Hyperspectral Image Classification, in: Neural Networks and Systolic Array Design. Edited by D. Zhang and S.K. Pal, World Scientific, Singapore, ISBN: 978-981-02-4840-6, pp. 193-204, 2002 (html, pdf).

Peer-Reviewed International Conference Papers (287):

Y. Sun, J. Li, W. Wang, A. Plaza and Z. Chen. Active Learning Based Autonecoder for Hyperspectral Imagery Classification. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
A. Marinoni, A. Plaza and P. Gamba. On the Detection of Linear Mixtures in Hyperspectral Images. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
X. Xu, J. Li and A. Plaza. Fusion of LiDAR and Hyperspectral Data Using Morphological Component Analysis. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
S. Bernabe, G. Botella, J. M. R. Navarro, C. Orueta, M. Prieto and A. Plaza. Parallel Implementation of the Simplex Growing Algorithm for Hyperspectral Unmixing Using OpenCL. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
M. Khodadadzadeh, L. Bruzzone, J. Li and A. Plaza. A Gaussian Approach to Subspace Based Classification of Hyperspectral Images. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
J. Delgado, G. Martin, J. Plaza, L. I. Jimenez and A. Plaza. On the Optimization of Memory Access to Increase the Performance of Spatial Preprocessing Techniques on Graphics Processing Units. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
Y. Liu, F. Condessa, J. M. Bioucas-Dias, J. Li and A. Plaza. Convex Formulation for Hyperspectral Image Clasisification with Superpixels. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
M. D. Iordache, N. Bhatia, J. M. Bioucas-Dias and A. Plaza. Uncertainty Propagation from Atmospheric Parameters to Sparse Hyperspectral Unmixing. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
L. I. Jimenez, G. Martin, S. Sanchez, J. Plaza and A. Plaza. Fast Spatial-Spectral Preprocessing for Endmember Extraction and Spectral Unmixing Using Graphics Processing Units. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
A. Erturk, S. Erturk and A. Plaza. Unmixing with SLIC Superpixels for Hyperspectral Change Detection. IEEE Geoscience and Remote Sensing Symposium (IGARSS'16), Beijing, China, 2016.
A. Marinoni, J. Plaza, A. Plaza and P. Gamba. An Iterative Enhancement of Higher Order Nonlinear Mixture Model for Accurate Hyperspectral Unmixing. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'16), Los Angeles, California, 2016.
S. Zhang, J. Li, Z. Wu and A. Plaza. Sparse Hyperspectral Unmixing with Spatial Discontinuity Preservation. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'16), Los Angeles, California, 2016.
N. Yokoya, X. Zhu and A. Plaza. Graph-Regularized Coupled Spectral Unmixing for Multisensor Time-Series Analysis. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'16), Los Angeles, California, 2016.
Z. Wu, Q. Wang, A. Plaza, J. Li, J. Wei and Z. Wei. GPU Implementation of Hyperspectral Image Classification Based on Weighted Markov Random Fields. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'16), Los Angeles, California, 2016.
J. M. Haut, M. Paoletti, J. Plaza and A. Plaza. Cloud Implementation of the K-Means Algorithm for Hyperspectral Image Analysis. Proceedings of the International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'16), Rota, Spain, 2016.
L. I. Jimenez, J. Plaza and A. Paza. Efficient Implementation of Morphological Index for Building/Shadow Extraction from Remotely Sensed Images. Proceedings of the International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'16), Rota, Spain, 2016.
L. I. Jimenez, S. Bernabe, C. Garcia, J. Plaza, G. Martin, S. Sanchez and A. Plaza. Multi-Core Implementation of Spatial-Spectral Preprocessing for Hyperspectral Unmixing. Proceedings of the International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'16), Rota, Spain, 2016.
A. G. Flores, A. Paz, A. Plaza and J. Li. A New Tool for Unsupervised Classification of Satellite Images Available on Web Servers: Google Maps as a Case Study. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Edinburgh, United Kingdom, 2016.
Y. Sun, X. Zhang, A. Plaza, J. Li, I. Dopido and Y. Liu. A New Semi-Supervised Classification Strategy Combining Active Learning and Spectral Unmixing of Hyperspectral Data. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Edinburgh, United Kingdom, 2016.
S. Bernabe, G. Botella, C. Orueta, J. M. R. Navarro, M. Prieto and A. Plaza. OpenCL-Library-Based Implementation of SCLSU Algorithm for Remotely Sensed Hyperspectral Exploitation: clMAGMA versus viennaCL. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Edinburgh, United Kingdom, 2016.
Y. Liu, J. Li, A. Plaza, Y. Sun. A Multiple Criteria-Based Spectral Partitioning Method for Remotely Sensed Hyperspectral Image Classification. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Edinburgh, United Kingdom, 2016.
L. I. Jimenez, J. Plaza, A. Plaza and J. Li. Spatial-Spectral Preprocessing for Endmember Extraction on GPUs. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Edinburgh, United Kingdom, 2016.
S. Bernabe, G. Martin, G. Botella, M. Prieto and A. Plaza. Parallel Implementation of a Hyperspectral Data Geometry-Based Estimation of Number of Endmembers Algorithm. SPIE Photonics Europe, Real-Time Image and Video Processing Conference, Brussels, Belgium, 2016 (pdf).
S. Bernabe, F. D. Igual, G. Botella, M. Prieto and A. Plaza. Parallel Implementation of the Multiple Endmember Spectral Mixture Analysis Algorithm for Hyperspectral Unmixing. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Toulouse, France, 2015 (pdf).
S. Bernabe, F. D. Igual, G. Botella, C. Garcia, M. Prieto and A. Plaza. Performance Portability Study of an Automatic Target Detection and Classification Algorithm for Hyperspectral Image Analysis Using OpenCL. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Toulouse, France, 2015 (pdf).
M. Khodadadzadeh, J. Li, A. Plaza and J. M. Bioucas-Dias. Hyperspectral Image Classification Based on Union of Subspaces. Proceedings of the Joint Urban Remote Sensing Conference (URBAN'15), Lausanne, Switzerland, 2015 (pdf).
S. Bernabe, G. Martin, J. M. P. Nascimento, J. M. Bioucas-Dias, A. Plaza, G. Botella, M. Prieto. A Fast Parallel Hyperspectral Coded Aperture Algorithm for Compressive Sensing Using OpenCL. IEEE International Conference on Computer as a Tool (EUROCON'15), Salamanca, Spain, 2015 (pdf).
L. I . Jimenez, A. Plaza, V. Ayma, P. Achanccaray, G. A. O. P. Costa, R. Q. Feitosa. Segmentation as Postprocessing for Hyperspectral Image Classification. IEEE International Conference on Computer as a Tool (EUROCON'15), Salamanca, Spain, 2015 (pdf).
F. Sierra-Pajuelo, A. Paz and A. Plaza. Performance Optimizations for an Automatic Target Generation Process in Hyperspectral Analysis. Proceedings of the International Conference on Architecture of Computing Systems (ARCS'15), Porto, Portugal, 2015 (pdf).
V. A. Ayma, R. S. Ferreira, P. Happ, D. Oliveira, R. Feitosa, G. Costa, A. Plaza and P. Gamba. Classification Algorithms for Big Data Analysis, A Map Reduce Approach. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, ISPRS Conference, Munich, Germany, 2015 (pdf).
C. Li, L. Gao, A. Plaza and B. Zhang. FPGA Implementation of a Maximum Volume Algorithm for Endmember Extraction from Hyperspectral Imagery. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'15),Tokyo, Japan, 2015.
S. Bernabe, G. Martin, J. Nascimento, J. M. Bioucas-Dias, A. Plaza and V. Silva. GPU Implementation of a Constrained Hyperspectral Coded Aperture Algorithm for Compressive Sensing. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'15),Tokyo, Japan, 2015.
M. D. Iordache, J. M. Bioucas-Dias and A. Plaza. Potentials and Limitations of Band Selection and Library Pruning in Sparse Hyperspectral Unmixing. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'15),Tokyo, Japan, 2015.
J. Li, J. M. Bioucas-Dias, A. Plaza and L. Liu. Robust Collaborative Nonnegative Matrix Factorization for Hyperspectral Unmixing (R-CoNMF). IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'15),Tokyo, Japan, 2015.
A. Erturk, M. D. Iordache and A. Plaza. Hyperspectral Change Detection by Sparse Unmixing with Dictionary Pruning. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'15),Tokyo, Japan, 2015.
L. I. Jimenez and A. Plaza. HyperMix: An Open Source Tool for Hyperspectral Imaging. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
L. I. Jimenez, V. A. Ayma, P. Achanccaray, G. A .Costa, R. Q. Feitosa and A. Plaza. Segmentation as Postprocessing for Hyperspectral Image Classification. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
V. A. Ayma, R. Ferreira, G. Costa, R. Q. Feitosa, A. Plaza and P. Gamba. On the Architecture of a Big Data Classification Tool Based on a Map Reduce Approach for Hyperspectral Image Analysis. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
Y. Liu, J. Li and A. Plaza. Class-Oriented Spectral Partitioning for Hyperspectral Image Classification. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
A. Erturk and A. Plaza. Sparse Unmixing for Hyperspectral Change Detection. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015.
J. Delgado, G. Martin, J. Plaza, L. I. Jimenez and A. Plaza. GPU Implementation of Spatial Preprocessing for Spectral Unmixing of Hyperspectral Data. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
S. Bernabe, G. Martin, J. M. P. Nascimento, J. M. Bioucas-Dias, A. Plaza and V. Silva. GPU Implementation of a Hyperspectral Coded Aperture Algorithm for Compressive Sensing. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
M. A. Garcia-Sopo, A. Cuartero, P. G. Rodriguez and A. Plaza. Hyperspectral and LiDAR Data Integration and Classification. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
M. Khodadadzadeh, A. Cuartero, J. Li and A. Plaza. Fusion of Hyperspectral and LiDAR Data Using Generalized Composite Kernels: A Case Study in Extremadura, Spain. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
G. Martin, J. M. Bioucas-Dias and A. Plaza. B-HYCA: Blind Hyperspectral Compressive Sensing. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
Y. Li, Z. Wu, A. Plaza, J. Li, J. Wei, Z. Wei and J. Liu. Fast Principal Component Analysis for Hyperspectral Imaging Based on Cloud Computing. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
P. M. Achanccaray, V. A. Ayma, L. I. Jimenez, S. Bernabe, P. Happ, R. Q. Feitosa and A. Plaza. SPT 3.1: A Free Software Tool for Automatic Tuning of Segmentation Parameters in Optical, Hyperspectral and SAR Images. IEEE Geoscience and Remote Sensing Symposium (IGARSS'15), Milan, Italy, 2015 (pdf).
K. Tan, X. Jin, A. Plaza and P. Du. Automatic change detection in high-resolution remote sensing images by using a multiple classifier system and spatial features. IEEE International Workshop on the Analysis of Multitemporal Remote Sensing Images (MULTITEMP'15), Annecy, France, 2015.
A. Agathos, J. Li, J. M. Bioucas-Dias and A. Plaza. Robust Minimum Volume Simplex Analysis for Hyperspectral Unmixing. European Signal Processing Conference (EUSIPCO'14), Lisbon, Portugal, 2014 (pdf).
M. Khodadadzadeh, J. Li, A. Plaza, P. Gamba, J. A. Benediktsson and J. M. Bioucas-Dias. A New Framework for Hyperspectral Image Classification Using Multiple Spectral and Spatial Features. IEEE Geoscience and Remote Sensing Symposium (IGARSS'14), Quebec City, Canada, 2014 (pdf).
Y. Liu, J. Li, A. Plaza, J. M. Bioucas-Dias, P. G. Rodriguez and A. Cuartero. Spectral Partitioning for Hyperspectral Remote Sensing Image Classification. IEEE Geoscience and Remote Sensing Symposium (IGARSS'14), Quebec City, Canada, 2014 (pdf).
F. del Frate, I. Fabrini, M. Picchiani, A. Plaza and J. Plaza. GPU Implementations for Dimensionality Reduction of Hyperspectral Data with Auto-Associative Neural Networks. IEEE Geoscience and Remote Sensing Symposium (IGARSS'14), Quebec City, Canada, 2014.
M. D. Iordache, A. Okujeni, S. van der Linden, J. M. Bioucas-Dias, A. Plaza and B. Somers. On the Use of Collaborative Sparse Regression in Hyperspectral Unmixing Chains. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'14), Lausanne, Switzerland, 2014.
M. A. Veganzones, L. Drumetz, G. Tochon, M. Dalla Mura, A. Plaza, J. M. Bioucas-Dias and J. Chanussot. A New Extended Linear Mixing Model to Address Spectral Variability. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'14), Lausanne, Switzerland, 2014.
A. Marinoni, J. Plaza, A. Plaza and P. Gamba. Integrating Multiple Nonlinear Estimators into Hyperspectral Unmixing. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'14), Lausanne, Switzerland, 2014.
J. Li, Y. Liu, A. Plaza and P. Du. Spectrometer-Driven Spectral Partitioning for Hyperspectral Image Classification.IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'14), Lausanne, Switzerland, 2014.
L. Drumetz, M. A. Veganzones, R. Marrero, G. Tochon, M. Dalla Mura, A. Plaza and J. Chanussot. Binary Partition Tree-Based Local Spectral Unmixing. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'14), Lausanne, Switzerland, 2014.
S. Sanchez, P. Marpu and A. Plaza. Efficient Parallel Implementation of Polarimetric Synthetic Aperture Radar Data Processing. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Amsterdam, The Netherlands, 2014 (pdf).
P. Achanccaray, V. Ayma, L. I. Jimenez, S. Garcia, P. Happ, R. Feitosa and A. Plaza. A Free Software Tool for Automatic Tuning of Segmentation Parameters. South Eastern European Journal of Earth Observation and Geomatics, vol. 3, no. 2, pp. 707-711, 2014 (pdf).
M. D. Iordache, A. Okujeni, S. van der Linden, J. M. Bioucas-Dias, A. Plaza and B. Somers. A Multi-Measurement Vector Approach for Endmember Extraction in Urban Environments. Proceedings of the 9th ESA-EUSC-JRC Conference on Image Information Mining, Bucharest, Romania, 2014 (pdf).
J. L. Moyano-Cuevas, A. Plaza, I. Dopido, J. B. Pagador, J. A. Sanchez-Margallo, L. F. Sanchez and F. M. Sanchez-Margallo. 3D Segmentation of MRI of the Liver Using Support Vector Machine. Proceedings of the XIII Mediterranean Conference on Medical and Biological Engineering and Computing, pp. 368-371, 2013.
G. Martin, J. M. Bioucas-Dias and A. Plaza. Hyperspectral Coded Aperture (HYCA): A New Technique for Hyperspectral Compressive Sensing. European Signal Processing Conference (EUSIPCO'13), Marrakech, Morocco, 2013 (pdf).
M. A. Veganzones, G. Tochon, M. Dalla Mura, A. Plaza and J. Chanussot. Hyperspectral Image Segmentation Using a New Spectral Mixture-Based Binary Partition Tree Representation. IEEE International Conference on Image Processing (ICIP'13), Melbourne, Australia, 2013 (pdf).
J. M. Rodriguez Alves, J. M. Nascimento, J. M. Bioucas-Dias, Antonio Plaza and Vitor Silva. Parallel Sparse Unmixing of Hyperspectral Data. IEEE Geoscience and Remote Sensing Symposium (IGARSS'13), Melbourne, Australia, 2013 (pdf).
M. Khodadadzadeh, J. Li, A. Plaza, H. Ghassemian and J. M. Bioucas-Dias. Spectral-Spatial Classification for Hyperspectral Data Using SVM and Subspace MLR. IEEE Geoscience and Remote Sensing Symposium (IGARSS'13), Melbourne, Australia, 2013 (pdf).
M. A. Veganzones, G. Tochon, M. Dalla Mura, A. Plaza and J. Chanussot. A Comparison Study Between Windowing and Binary Partition Trees for Hyperspectral Image Information Mining. IEEE Geoscience and Remote Sensing Symposium (IGARSS'13), Melbourne, Australia, 2013 (pdf).
M. D. Iordache, L. Tits, B. Somers and A. Plaza. Improved Vegetation Signal Unmixing Based on Sparse Group Selection. IEEE Geoscience and Remote Sensing Symposium (IGARSS'13), Melbourne, Australia, 2013 (pdf).
B. Song, J. Li, P. Li and A. Plaza. Decision Fusion Based on Extended Multi-Attribute Profiles for Hyperspectral Image Classification. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'13), Gainesville, Florida, 2013 (pdf).
I. Dopido, P. Gamba and A. Plaza. Spectral Unmixing-Based Post-Processing for Hyperspectral Image Classification. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'13), Gainesville, Florida, 2013 (pdf).
M. D. Iordache, B. Somers, L. Tits, J. M. Bioucas-Dias, A. Plaza and P. Coppin. Plant Production System Monitoring via Multiple Signal Classification and Sparse Regression. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'13), Gainesville, Florida, 2013 (pdf).
R. Marrero, S. Doute, A. Plaza and J. Chanussot. Validation of Spectral Unmixing Methods Using Photometry and Topography Information. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'13), Gainesville, Florida, 2013 (pdf).
I. Dopido, J. Li, A. Plaza and P. Gamba. Semi-Supervised Classification of Urban Hyperspectral Data Using Spectral Unmixing Concepts. Proceedings of the Joint Urban Remote Sensing Conference (URBAN'13), Sao Paulo, Brazil, 2013 (pdf).
L. Chen, Y. Fang, B. Huang and A. Plaza. GPU-Based Parallel Design of Vertex Component Analysis for Hyperspectral Unmixing. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2013.
S.-C. Wei, B. Huang and A. Plaza. Acceleration of Vertex Component Analysis for Spectral Unmixing with CUDA. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Dresden, Germany, 2013 (pdf).
J. M. Nascimento, J. R. Alves, A. Plaza, V. Silva and J. M. Bioucas-Dias. Parallel Method for Sparse Semisupervised Hyperspectral Unmixing. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Dresden, Germany, 2013 (pdf).
X. Wu, Y. Li, B. Huang and A. Plaza. GPU Acceleration of the N-FINDR Algorithm. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Dresden, Germany, 2013.
J. Sevilla, S. Bernabe and A. Plaza. Unmixing-Based Retrieval System for Remotely Sensed Hyperspectral Imagery on GPUs. Proceedings of the International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'13), Almeria, Spain, 2013.
J. M. Franco, J. Sevilla and A. Plaza. Parallel Implementation of Pixel Purity Index for a GPU Cluster. Proceedings of the International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'13), Almeria, Spain, 2013.
J. M. Molero, E. M. Garzon, I. Garcia, E. S. Quintana and A. Plaza. Batched Cholesky Solver on GPUs for Accelerating Local RX Anomaly Detector in Hyperspectral Images. Proceedings of the International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'13), Almeria, Spain, 2013.
J. Sevilla and A. Plaza. A New Digital Repository for Remotely Sensed Hyperspectral Imagery on GPUs. International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC'13), Workshop on High Performance Computing for Scientific Problems, Timisoara, Romania, 2013.
L. I. Jimenez, P. N. Happ, R. Q. Feitosa and A. Plaza. A Parallel Implementation of a Region Growing Segmentation Algorithm for Multispectral and Hyperspectral Images. International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC'13), Workshop on High Performance Computing for Scientific Problems, Timisoara, Romania, 2013.
I. Dopido, J. Li, P. Gamba and A. Plaza. Semi-Supervised Classification of Hyperspectral Data Using Spectral Unmixing Concepts. Tyrrhenian Workshop 2012 on Advances in Radar and Remote Sensing, Naples, Italy, 2012 (pdf).
M. D. Iordache, J. Bioucas-Dias and A. Plaza. Dictionary Pruning in Sparse Unmixing of Hyperspectral Data. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'12), Shanghai, China, 2012.
J. M. Rodriguez-Alves, J. Nascimento, A. Plaza, S. Sanchez, J. Bioucas-Dias and V. Silva. Vertex Component Analysis GPU-Based Implementation for Hyperspectral Unmixing. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'12), Shanghai, China, 2012.
J. Li, J. Bioucas-Dias and A. Plaza. Semi-Supervised Discriminative Random Field for Hyperspectral Image Classification. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'12), Shanghai, China, 2012.
I. Dopido, J. Li, J. Bioucas-Dias and A. Plaza. A New Semi-Supervised Approach for Hyperspectral Image Classification with Different Active Learning Strategies. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'12), Shanghai, China, 2012.
J. Li, J. Bioucas-Dias and A. Plaza. Nonnegative Matrix Factorization with Collaborativity for Hyperspectral Unmixing. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'12), Shanghai, China, 2012.
M. D. Iordache, J. Bioucas-Dias and A. Plaza. Collaborative Sparse Unmixing of Hyperspectral Data. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
J. Li, J. Bioucas-Dias and A. Plaza. Collaborative Nonnegative Matrix Factorization for Remotely Sensed Hyperspectral Unmixing. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
Q. Du, J. Bioucas-Dias and A. Plaza. Hyperspectral Band Selection Using a Collaborative Sparse Model. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
I. Dopido, J. Li, A. Plaza and J. Bioucas-Dias. Semi-Supervised Active Learning for Urban Hyperspectral Image Classification. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
J. Rodriguez-Alves, J. M. P. Nascimento, J. Bioucas-Dias, V. Silva and A. Plaza. Parallel Implementation of Vertex Component Analysis for Hyperspectral Endmember Extraction. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
L. I. Jimenez, G. Martin and A. Plaza. HyperMix: A New Tool for Quantitative Evaluation of Endmember Identification and Spectral Unmixing Techniques. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
S. Bernabe, A. Plaza, S. Lopez and R. Sarmiento. Parallel Implementation of a Hyperspectral Unmixing Chain: Graphics Processing Units versus Multi-Core Processors. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
S. Sanchez and A. Plaza. Parallel Hyperspectral Image Compression Using Iterative Error Analysis on Graphics Processing Units. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
G. Martin, J. Bioucas-Dias and A. Plaza. Hyperspectral Coded Aperture: A New Algorithm for Hyperspectral Compressive Sensing. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
P. Cappelaere, S. Sanchez, S. Bernabe and A. Plaza. Multi-Core Implementation of a Full Hyperspectral Unmixing Chain within the NASA Web Coverage Processing Service for HyspIRI. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012.
T. Schmid, A. Palacios, S. Chabrillat, E. Ben-Dor, A. Plaza, M. Rodriguez, M. Huesca, M. Pelayo, C. Pascual and P. Escribano. Spectral Characterization of Land Surface Composition to Determine Soil Erosion within Semiarid Rainfed Cultivated Areas. IEEE Geoscience and Remote Sensing Symposium (IGARSS'12), Munich, Germany, 2012 (pdf).
J. Gomez Franco, J. Plaza and A. Plaza. GPU Implementation of a Neural Network-Based Classifier for Hyperspectral Data. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Edinburgh, United Kingdom, 2012.
S. Bernabe, P. R. Marpu, M. Dalla Mura, A. Plaza and J. A. Benediktsson. GPU Implementation of Attribute Profiles for Remote Sensing Image Classification. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Edinburgh, United Kingdom, 2012.
X. Wu, A. Plaza and B. Huang. Further Optimizations of the GPU-Based Pixel Purity Index Algorithm for Hyperspectral Unmixing. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Edinburgh, United Kingdom, 2012 (pdf).
P. R. Marpu and A. Plaza. Review of High Performance Requirements in Hyperspectral Image Processing. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Edinburgh, United Kingdom, 2012.
S. Sanchez and A. Plaza. Real-Time Lossy Compression of Hyperspectral Images Using Iterative Error Analysis on GPUs. SPIE Photonics Europe, Real-Time Image and Video Processing Conference, Brussels, Belgium, 2012 (pdf).
J. Rodriguez-Alves and A. Plaza. OpenCL versus NVidia CUDA for Remotely Sensed Hyperspectral Image Unmixing on Graphics Processing Units. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2012.
A. Ferran, S. Bernabe, P. G. Rodriguez and A. Plaza. A New Web-Based System for Unsupervised Classification of Satellite Images from the Google Maps Engine. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2012 (pdf).
S. Bernabe, P. Marpu, A. Plaza and J. A. Benediktsson. Spectral Unmixing of Multispectral Satellite Images with Dimensionality Expansion Using Morphological Profiles. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2012 (pdf).
I. Dopido, J. Li and A. Plaza. Semi-Supervised Active Learning Approach for Hyperspectral Image Classification: Application to Multinomial Logistic Regression and Support Vector Machines. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2012.
J. Sevilla, S. Bernabe, P. G. Rodriguez and A. Plaza. A New Digital Repository for Remotely Sensed Hyperspectral Imagery with Unmixing-Based Retrieval Functionality. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2012 (pdf).
S. Sanchez and A. Plaza. GPU Implementation of the Image Space Reconstruction Algorithm for Remotely Sensed Hyperspectral Unmixing. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2012.
G. Martin, J. Bioucas-Dias and A. Plaza. A New Technique for Hyperspectral Compressive Sensing Using Spectral Unmixing. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2012 (pdf).
L. Cheng, Y. Fang, B. Huang and A. Plaza. GPU-Based Parallel Design of Vertex Component Analysis for Hyperspectral Unmixing. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2012.
F. Ruiz, F. Rodriguez and A. Plaza. Improving the Processing of Data Obtained from Meteorological Satellites Using Graphics Processing Units (GPUs). SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2012.
L. I. Jimenez, G. Martin and A. Plaza. A New Tool for Evaluating Spectral Unmixing Applications for Remotely Sensed Hyperspectral Image Analysis. International Conference on Geographic Object-Based Image Analysis (GEOBIA), Rio de Janeiro, Brazil, 2012 (pdf).
J. Li, P. R. Marpu, A. Plaza, J. Bioucas-Dias and J. A. Benediktsson. A New Multiple Classifier System for Semi-Supervised Analysis of Hyperspectral Images. 1st International Conference on Pattern Recognition Applications and Methods, Algarve, Portugal, 2012 (pdf).
S. Bernabe and A. Plaza. Commodity Cluster-Based Parallel Implemementation of an Automatic Target Generation Process for Hyperspectral Image Analysis. IEEE International Conference on Parallel and Distributed Systems, Tainan, Taiwan, 2011 (pdf).
S. Bernabe, S. Lopez, A. Plaza, R. Sarmiento and P. G. Rodriguez. FPGA Design of an Automatic Target Generation Process for Hyperspectral Image Analysis. IEEE International Conference on Parallel and Distributed Systems, Tainan, Taiwan, 2011 (pdf).
J. Li, A. Plaza and J. Bioucas-Dias. Integration of Hyperspectral Image Classification and Unmixing for Active Learning. International Symposium on Image and Data Fusion, Tengchong, China, 2011 (pdf).
A. Plaza. Content-Based Hyperspectral Image Retrieval Using Spectral Unmixing. SPIE Remote Sensing Europe, Image and Signal Processing for Remote Sensing Conference, Prague, Czech Republic, 2011 (pdf).
A. Villa, J. Li, A. Plaza and J. Bioucas-Dias. A New Semi-Supervised Algorithm for Hyperspectral Image Classification Based on Spectral Unmixing Concepts. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'11), Lisbon, Portugal, 2011 (pdf).
J. Li, J. Bioucas-Dias and A. Plaza. Semi-Supervised Hyperspectral Image Classification Using a New (Soft) Sparse Multinomial Logistic Regression Model. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'11), Lisbon, Portugal, 2011 (pdf).
I. Dopido, A. Villa, A. Plaza and P. Gamba. A Comparative Assessment of Several Processing Chains for Hyperspectral Image Classification: What Features to Use?. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'11), Lisbon, Portugal, 2011 (pdf).
G. Martin, J. Plaza and A. Plaza. On the Incorporation of Spatial Information to Endmember Identification Algorithms without the Pure Pixel Assumption. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'11), Lisbon, Portugal, 2011 (pdf).
M. D. Iordache, J. Bioucas-Dias and A. Plaza. Total Variation Regularization in Sparse Hyperspectral Unmixing. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'11), Lisbon, Portugal, 2011 (pdf).
M. Ciznicki, K. Kurowski and A. Plaza. GPU Implementation of JPEG2000 for Hyperspectral Image Compression. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Prague, Czech Republic, 2011 (pdf).
C. Gonzalez, D. Mozos, J. Resano and A. Plaza. FPGA Implementation of Endmember Extraction Algorithms from Hyperspectral Imagery: Pixel Purity Index versus N-FINDR. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Prague, Czech Republic, 2011 (pdf).
J. M. Molero, E. M. Garzon, I. Garcia and A. Plaza. Parallel Implementation of RX Anomaly Detection on Multi-Core Processors: Impact of Data Partitioning Strategies. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Prague, Czech Republic, 2011 (pdf).
S. Sanchez and A. Plaza. A Comparative Analysis of GPU Implementations of Spectral Unmixing Algorithms. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Prague, Czech Republic, 2011 (pdf).
A. Plaza and J. Plaza. Parallel Implementation of Linear and Nonlinear Spectral Unmixing of Remotely Sensed Hyperspectral Images. SPIE Remote Sensing Europe, High Performance Computing in Remote Sensing Conference, Prague, Czech Republic, 2011 (pdf).
S. Sanchez and A. Plaza. Real-Time Implementation of a Full Hyperspectral Unmixing Chain on Graphics Processing Units. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2011 (pdf).
A. Paz and A. Plaza. A New Morphological Anomaly Detection Algorithm for Hyperspectral Images and its GPU Implementation. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2011 (pdf).
G. Martin and A. Plaza. Joint Spectral and Spatial Preprocessing Prior to Endmember Extraction from Hyperspectral Images. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2011 (pdf).
I. Dopido, A. Villa and A. Plaza. Unsupervised Clustering and Spectral Unmixing for Feature Extraction Prior to Supervised Classification of Hyperspectral Images. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2011 (pdf).
J. Bioucas-Dias and A. Plaza. An Overview on Hyperspectral Unmixing: Geometrical, Statistical and Sparse Regression Based Approaches. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'11), Vancouver, Canada, 2011 (pdf).
P. Gamba, A. Villa, A. Plaza, J. Chanussot and J. A. Benediktsson. Urban Area Product Simulation for the ENMAP Hyperspectral Sensor. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'11), Vancouver, Canada, 2011 (pdf).
S. Sanchez, A. Paz and A. Plaza. Real-Time Spectral Unmixing Using Iterative Error Analysis on Commodity Graphics Processing Units. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'11), Vancouver, Canada, 2011 (pdf).
G. Martin, A. Plaza and M. Zortea. Noise-Robust Spatial Preprocessing Prior to Endmember Extraction from Hyperspectral Data. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'11), Vancouver, Canada, 2011 (pdf).
J. Li, J. Bioucas-Dias and A. Plaza. A New Subspace Discriminant Analysis Approach for Supervised Hyperspectral Image Classification. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'11), Vancouver, Canada, 2011 (pdf).
M. D. Iordache, J. Bioucas-Dias and A. Plaza. Hyperspectral Unmixing with Sparse Group Lasso. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'11), Vancouver, Canada, 2011 (pdf).
S. Bernabe and A. Plaza. A New Tool for Classification on Satellite Images Available from Google Maps: Efficient Implementation in Graphics Processing Units. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'11), Vancouver, Canada, 2011 (pdf).
A. Plaza. High Performance Computing in Complex Environments: Applications to Hyperspectral Remote Sensing Data Analysis. European Geosciences Union General Assemby (EGU'2011), Vienna, Austria, 2011 (html, pdf).
C. Gonzalez, J. Resano, D. Mozos and A. Plaza. FPGA Design of the N-FINDR Algorithm for Endmember Extraction from Hyperspectral Images. 2nd International Conference on Space Technology, Athens, Greece, 2011 (pdf). Distinguished with the best student paper award of the conference.
I. Dopido and A. Plaza. Unmixing Prior to Supervised Classification of Urban Hyperspectral Images. 6th IEEE GRSS/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas (Urban'11), Munich, Germany, 2011 (pdf).
S. Bernabe y A. Plaza. A New Tool for Classification of Satellite Images Available in Google Maps: Efficient Implementation in Graphics Processing Units. Jornadas de Paralelismo, La Laguna, Spain, 2011 (pdf).
J. Bioucas-Dias and A. Plaza. Hyperspectral Unmixing: Geometrical, Statistical and Sparse Regression-Based Approaches. SPIE Remote Sensing Europe, Image and Signal Processing for Remote Sensing Conference, Toulouse, France, 2010 (pdf).
A. Paz and A. Plaza. Cluster versus GPU Implementation of an Orthogonal Target Detection Algorithm for Remotely Sensed Hyperspectral Images. IEEE International Conference on Cluster Computing (Cluster'10), Heraklion, Greece, 2010 (pdf).
S. Sanchez and A. Plaza. GPU Implementation of the Pixel Purity Index Algorithm for Hyperspectral Image Analysis. IEEE International Conference on Cluster Computing (Cluster'10), Heraklion, Greece, 2010 (pdf).
A. Plaza, S. Sanchez, A. Paz and J. Plaza. GPUs versus FPGAs for Onboard Compression of Hyperspectral Data. 2nd International Workshop on On-Board Payload Data Compression (OBPDC'10), CNES, Toulouse, France, 2010 (pdf).
I. Garcia, E. M. T. Hendrix, J. Plaza and A. Plaza. Spectral Unmixing Based on a Minimum Volume Simplicial Enclosure Model. Toulouse Global Optimization Workshop (TOGO'10), Toulouse, France, 2010 (pdf).
A. Plaza and J. Plaza. Impact of Vector Ordering Strategies on Morphological Unmixing of Remotely Sensed Hyperspectral Images. 20th International Conference on Pattern Recognition (ICPR'10), Istambul, Turkey, 2010 (pdf).
J. Plaza and A. Plaza. Comparative Analysis of Training Strategies for Neural Network-Based Spectral Unmixing of Laboratory-Simulated Forest Hyperspectral Scenes. Workshop on Pattern Recognition in Remote Sensing, 20th International Conference on Pattern Recognition (ICPR'10), Istambul, Turkey, 2010 (pdf).
M. Parente and A. Plaza. Survey of Geometric and Statistical Unmixing Algorithms for Hyperspectral Images. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'10), Reykjavik, Iceland, 2010 (pdf).
G. Martin and A. Plaza. Spatial-Spectral Preprocessing for Volume-Based Endmember Extraction Algorithms Using Unsupervised Clustering. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'10), Reykjavik, Iceland, 2010 (pdf).
J. Li, J. Bioucas-Dias and A. Plaza. Supervised Hyperspectral Image Segmentation Using Active Learning. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'10), Reykjavik, Iceland, 2010 (pdf).
M. Zortea, D. Tuia, F. Pacifici and A. Plaza. Spectral-Textural Endmember Extraction. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'10), Reykjavik, Iceland, 2010 (pdf).
M. D. Iordache, A. Plaza and J. Bioucas-Dias. On the Use of Spectral Libraries to Perform Sparse Unmixing of Hyperspectral Data. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'10), Reykjavik, Iceland, 2010 (pdf).
J. Li, J. Bioucas-Dias and A. Plaza. Exploiting Spatial Information in Semi-Supervised Hyperspectral Image Segmentation. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'10), Reykjavik, Iceland, 2010 (pdf).
A. Plaza and J. Plaza. Automatic Selection of Informative Samples for SVM-Based Classification of Hyperspectral Data Using Limited Training Sets. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'10), Reykjavik, Iceland, 2010 (pdf).
M. Zortea and A. Plaza. Spatial-Spectral Endmember Extraction from Remotely Sensed Hyperspectral Images Using the Watershed Transform. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'10), Hawaii, USA, 2010 (pdf).
M. D. Iordache, A. Plaza and J. Bioucas-Dias. Recent Developments in Sparse Hyperspectral Unmixing. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'10), Hawaii, USA, 2010 (pdf).
G. Martin and A. Plaza. Spatial Preprocessing for Endmember Extraction Using Unsupervised Clustering and Orthogonal Subspace Projection Concepts. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'10), Hawaii, USA, 2010 (pdf).
E. Hendrix, I. Garcia, J. Plaza and A. Plaza. Minimum Volume Simplicial Enclosure for Spectral Unmixing of Remotely Sensed Hyperspectral Data. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'10), Hawaii, USA, 2010 (pdf).
S. Sanchez, G. Martin and A. Plaza. Parallel Implementation of the N-FINDR Endmember Extraction Algorithm on Commodity Graphics Processing Units. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'10), Hawaii, USA, 2010 (pdf).
A. Paz and A. Plaza. GPU Implementation of Target and Anomaly Detection Algorithms for Remotely Sensed Hyperspectral Image Analysis. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2010 (pdf).
S. Sanchez, G. Martin, A. Plaza and C.-I Chang. GPU Implementation of Fully Constrained Linear Spectral Unmixing for Remotely Sensed Hyperspectral Data Exploitation. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2010 (pdf).
M. Rojas, I. Dopido, A. Plaza and P. Gamba. Comparison of Support Vector Machine-Based Processing Chains for Hyperspectral Image Classification. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2010 (pdf).
S. Bernabe and A. Plaza. A New System to Perform Unsupervised Classification and Content-Based Satellite Image Retrieval from Google Maps. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2010 (pdf).
A. Paz, J. M. Molero, E. M. Garzon, J. A. Martinez and A. Plaza. A New Parallel Implementation of the RX Algorithm for Anomaly Detection in Hyperspectral Images. 9th International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'10), Almeria, Spain, 2010 (pdf).
C. Gonzalez, D. Mozos, J. Resano and A. Plaza. FPGA for Computing the Pixel Purity Index Algorithm on Hyperspectral Images. Engineering of Reconfigurable Systems and Algorithms (ERSA'10), Las Vegas, NV, 2010 (pdf).
A. Plaza, J. Plaza, I. Dopido, G. Martin, M. D. Iordache and S. Sanchez. New Hyperspectral Unmixing Techniques in the Framework of the Earth Observation Optical Data Calibration and Information Extraction (EODIX) Project. 3rd International Symposium on Recent Advances in Quantitative Remote Sensing (RAQRS'10), Valencia, Spain, 2010 (pdf).
S. Bernabe and A. Plaza. A New Tool for Information Extraction and Mining from Satellite Imagery Available from Google Maps Engine. 3rd International Symposium on Recent Advances in Quantitative Remote Sensing (RAQRS'10), Valencia, Spain, 2010 (pdf).
S. Sanchez, G. Martin, A. Plaza and J. Plaza. Near Real-Time Endmember Extraction from Remotely Sensed Hyperspectral Data Using NVidia GPUs. SPIE Photonics Europe, Real-Time Image and Video Processing Conference, Brussels, Belgium, 2010 (pdf).
A. Plaza. Recent Developments and Future Directions in Parallel Processing of Remotely Sensed Images. 6th IEEE International Symposium on Image and Signal Processing and Analysis (ISPA'09), Special Session on Parallel and Distributed Computing in Image Processing, Video Processing, and Multimedia (PDIVM'09), Salzburg, Austria, 2009, invited paper (pdf).
A. Plaza, J. Plaza and G. Martin. Spatial-Spectral Endmember Extraction from Hyperspectral Imagery Using Multi-Band Morphology and Volume Optimization. IEEE International Conference on Image Processing (ICIP'09), Cairo, Egypt, 2009 (pdf).
A. Plaza, J. Plaza and G. Martin. Incorporation of Spatial Constraints into Spectral Mixture Analysis of Remotely Sensed Hyperspectral Data. IEEE International Workshop on Machine Learning for Signal Processing (MLSP'09), Grenoble, France, 2009 (pdf).
A. Plaza, G. Martin and M. Zortea. On the Incorporation of Spatial Information to Spectral Mixture Analysis: Survey and Algorithm Comparison. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'09), Grenoble, France, 2009 (pdf).
J. Li, J. Bioucas-Dias and A. Plaza. Semi-Supervised Hyperspectral Image Segmentation. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'09), Grenoble, France, 2009 (pdf).
D. Valencia and A. Plaza. Efficient Implementation of Morphological Opening and Closing by Reconstruction on Multi-Core Parallel Systems. IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS'09), Grenoble, France, 2009 (pdf).
J. Plaza, A. Plaza, D. Valencia and A. Paz. Massively Parallel Processing of Hyperspectral Images. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2009 (pdf).
A. Paz, A. Plaza and J. Plaza. Comparative Analysis of Different Implementations of a Parallel Algorithm for Automatic Target Detection and Classification of Hyperspectral Images. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2009 (pdf).
A. Plaza, J. Plaza, S. Sanchez and A. Paz. Lossy Hyperspectral Image Compression Tuned for Spectral Mixture Analysis Applications on NVidia Graphics Processing Units. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2009 (pdf).
G. Martin, V. G. Ruiz, A. Plaza, J. P. Ortiz and I. Garcia. Impact of JPEG2000 Compression on Spatial-Spectral Endmember Extraction from Hyperspectral Data. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2009 (pdf).
J. Plaza and A. Plaza. A Fast Sequential Endmember Extraction Algorithm Based on Unconstrained Linear Spectral Unmixing. SPIE Remote Sensing Europe, Image and Signal Processing for Remote Sensing Conference, Berlin, Germany, 2009 (pdf).
J. Li, J. Bioucas-Dias and A. Plaza. Semi-Supervised Hyperspectral Classification Using Active Label Selection. SPIE Remote Sensing Europe, Image and Signal Processing for Remote Sensing Conference, Berlin, Germany, 2009 (pdf).
A. Plaza, Q. Du and Y.-L. Chang. High Performance Computing for Hyperspectral Image Analysis: Perspective and State-of-the-Art. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'09), Cape Town, South Africa, 2009 (pdf).
A. Plaza, Q. Du and Y.-L. Chang. High Performance Computing for Hyperspectral Image Analysis: Perspective and State-of-the-Art. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'09), Cape Town, South Africa, 2009 (pdf).
A. Plaza, J. Plaza, H. Vegas and S. Sanchez. Parallel Implementation of Endmember Extraction Algorithms Using NVidia Graphical Processing Units. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'09), Cape Town, South Africa, 2009 (pdf).
F. Ayuso, J. Setoain, M. Prieto, C. Tenllado, F. Tirado, J. Plaza and A. Plaza. Endmember Extraction from Hyperspectral Imagery Using a Parallel Ensemble Approach with Consensus Analysis. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'09), Cape Town, South Africa, 2009 (pdf).
A. Plaza, P. Gamba. M. Kneubühler, A. Mueller and M. Schaepman. Recent Activities in the Hyperspectral Imaging Network (Hyper-I-Net): A European Consortium Fostering Imaging Spectroscopy Research. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'09), Cape Town, South Africa, 2009 (pdf).
A. Plaza, G. Martin and M. Zortea. Analysis of Different Strategies for Incorporating Spatial Information in Endmember Extraction from Hyperspectral Data. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'09), Cape Town, South Africa, 2009 (pdf).
A. Plaza, J. Plaza and A. Paz. Improving the Scalability of Parallel Algorithms for Hyperspectral Image Analysis Using Adaptive Message Compression. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'09), Cape Town, South Africa, 2009 (pdf).
J. Li, J. Bioucas-Dias and A. Plaza. Semi-Supervised Hyperspectral Image Classification Based on a Markov Random Field and a Sparse Multinomial Logistic Regression. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'09), Cape Town, South Africa, 2009 (pdf).
M. Iordache, J. Bioucas-Dias and A. Plaza. Unmixing Sparse Hyperspectral Mixtures. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'09), Cape Town, South Africa, 2009 (pdf).
A. Plaza, J. Plaza, S. Sanchez and A. Paz. Optimizing a Hyperspectral Image Processing Chain Using Heterogeneous and GPU-Based Parallel Computing Architectures. 9th International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'09), Gijon, Spain, 2009 (pdf).
J. A. Martinez, E. M. Garzon, A. Plaza and I. Garcia. AdItHe: An Approach to Optimize Iterative Computation on Heterogeneous Multiprocessors. 9th International Conference on Computational and Mathematical Methods in Science and Engineering (CMMSE'09), Gijon, Spain, 2009 (pdf).
G. Ortega, J. A. Martinez, E. M. Garzon, A. Plaza and I. Garcia. An Approach to Optimise Iterative Computations on Heterogeneous Multiprocessors. XX Jornadas de Paralelismo, La Coruña, Spain, 2009 (pdf).
J. Li, J. Bioucas-Dias and A. Plaza. Hyperspectral Image Classification Based on a Fast Bregman Sparse Multinomial Logistic Regression Algorithm. 6th European Association of Remote Sensing Laboratories (EARSeL) SIG IS Workshop, Tel-Aviv, Israel, 2009 (pdf).
M. Iordache, J. Bioucas-Dias and A. Plaza. Sparse Hyperspectral Unmixing. 6th European Association of Remote Sensing Laboratories (EARSeL) SIG IS Workshop, Tel-Aviv, Israel, 2009 (pdf).
M. E. Schaepman, S. L. Ustin, A. Plaza, T. H. Painter, J. Verrelst and S. Liang. Imaging Spectroscopy in the Earth System Sciences. 6th European Association of Remote Sensing Laboratories (EARSeL) SIG IS Workshop, Tel-Aviv, Israel, 2009 (pdf).
A. Plaza. Clusters versus FPGAs for Spectral Mixture Analysis-Based Lossy Hyperspectral Data Compression. SPIE Optics and Photonics, Satellite Data Compression, Communication, and Processing Conference, San Diego, CA, 2008, invited paper (pdf).
A. Plaza, J. Plaza and A. Cristo. Morphological Feature Extraction and Spectral Unmixing of Hyperspectral Images. IEEE International Symposium on Signal Processing and Information Technology (ISSPIT'08), Sarajevo, Bosnia & Herzegovina, 2008 (pdf). Distinguished with the Best Paper Award of the Symposium.
M. Zortea and A. Plaza. Improved Spectral Unmixing of Hyperspectral Images Using Spatially Homogeneous Endmembers. IEEE International Symposium on Signal Processing and Information Technology (ISSPIT'08), Sarajevo, Bosnia & Herzegovina, 2008 (pdf).
A. Cristo, A. Plaza and D. Valencia. A Novel Thresholding Method for Automatically Detecting Stars in Astronomical Images. IEEE International Symposium on Signal Processing and Information Technology (ISSPIT'08), Sarajevo, Bosnia & Herzegovina, 2008 (pdf).
A. Plaza and J. Plaza. Parallel Morphological Classification of Hyperspectral Imagery Using Extended Opening and Closing by Reconstruction Operations. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'08), Boston, MA, 2008 (pdf).
J. Nairoukh, G. Trianni, A. Plaza, P. Gamba and F. Dell'Acqua. Towards the Definition of a Flexible Hyperspectral Processing Chain: Preliminary Case Study Using High-Resolution Urban Hyperspectral Data. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'08), Boston, MA, 2008 (pdf).
A. Paz, A. Plaza and S. Blazquez. Parallel Implementation of Target Detection Algorithms for Hyperspectral Imagery. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'08), Boston, MA, 2008 (pdf).
D. Valencia, A. Plaza, V. Rychkov and A. Lastovetsky. Efficient Collective Communication Paradigms for Hyperspectral Imaging Algorithms Using HeteroMPI. Lecture Notes in Computer Science, vol. 5205, pp. 326-331, EuroPVM/MPI'08, 2008 (pdf).
A. Plaza. Recent Developments and Future Directions in Hyperspectral Data Classification. SPIE Remote Sensing Europe: Image and Signal Processing for Remote Sensing Conference, Florence, Italy, 2007, invited paper (pdf).
J. Plaza, A. Plaza, R. Perez and P. Martinez. Parallel Morphological Neural Networks for Hyperspectral Image Classification on Fully Heterogeneous and Homogeneous Networks of Workstations. Parallel Computing (ParCo'2007), Forschungszentrum Jülich, Aachen, Germany, 2007 (pdf).
A. Plaza. Cluster-Based Implementation of a Morphological Watershed Algorithm for Classification of Multichannel Images. Workshop on Grid Computing Applications Development (GridCAD), Timisoara, Romania, 2007 (pdf).
A. Plaza, J. Plaza, A. Paz and S. Blazquez. Parallel CBIR System for Efficient Hyperspectral Image Retrieval from Heterogeneous Networks of Workstations. Workshop on Grid Computing Applications Development (GridCAD), Timisoara, Romania, 2007 (pdf).
A. Plaza, D. Valencia, S. Blazquez and J. Plaza. Parallel Detection of Targets in Hyperspectral Images Using Heterogeneous Networks of Workstations. 15th Euromicro Parallel and Distributed Processing Conference (PDP'2007), Naples, Italy, 2007 (pdf).
A. Plaza. Towards Real-Time Compression of Hyperspectral Images Using Virtex-II FPGAs. Lecture Notes in Computer Science, vol. 4641, pp. 248-257, Euro-Par 2007 (pdf).
L. Moreau, E. Jeannot, G. Bosilca and A. Plaza. Euro-Par Topic 9: Parallel and Distributed Programming. Lecture Notes in Computer Science, vol. 4641, pp. 639, Euro-Par 2007 (pdf).
A. Plaza, A. Mueller, T. Skauli, Z. Malenovsky, J. Bioucas, S. Hofer, J. Chanussot, V. Carrere, I. Baarstad, J. Nieke, T. Hyvarinen, P. Gamba, J. A. Benediktsson, M. E. Schaepman and B. Zagajewski. HYPER-I-NET: European Research Network on Hyperspectral Imaging. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'07), Barcelona, Spain, 2007 (pdf).
P. Gamba, A. Plaza, J. A. Benediktsson and J. Chanussot. European Perspectives in Hyperspectral Data Analysis. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'07), Barcelona, Spain, 2007 (pdf).
J. Nieke, F. Dell’Endice, A. Hüni, M. Kneubühler, D. Schläpfer, B. Kötz, J. Schopfer, K.I. Itten and A. Plaza. Calibration and Validation Activities in the Scope of HYPER-I-NET: The RSL Approach. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'07), Barcelona, Spain, 2007 (pdf).
A. Plaza, J. Le Moigne and N.S. Netanyahu. Morphological Feature Extraction for Automatic Registration of Multispectral Images. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'07), Barcelona, Spain, 2007 (pdf).
J. Plaza, R. Perez, P. Martinez and A. Plaza. Joint Linear/Nonlinear Spectral Unmixing of Hyperspectral Image Data. IEEE International Geoscience and Remote Sensing Symposium (IGARSS'07), Barcelona, Spain, 2007 (pdf).
P. Gamba, G. Trianni, J. Plaza and A. Plaza. Efficient Multi-Band Texture Analysis for Remotely Sensed Data Interpretation in Urban Areas. 4th IEEE GRSS/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas (Urban'07), Paris, France, 2007 (pdf).
A. Plaza, J. Plaza and D. Valencia. Distributed Computing for Efficient Hyperspectral Imaging Using Fully Heterogeneous Networks of Workstations, IEEE International Conference on Distributed Computing Systems (ICDCS), Lisbon, Portugal, 2006 (pdf).
A. Plaza. Parallel Morphological Processing of Hyperspectral Image Data on Heterogeneous Networks of Computers. 20th IEEE International Parallel & Distributed Processing Symposium (IPDPS), Rhodes Island, Greece, 2006 (pdf).
A. Plaza, D. Valencia and J. Plaza. High-Performance Computing in Remotely Sensed Hyperspectral Imaging: The Pixel Purity Index Algorithm as a Case Study. 7th Workshop on Parallel and Distributed Scientific and Egineering Computing (PDSEC), Rhodes Island, Greece, 2006 (pdf).
J. Setoain, C. Tenllado, M. Prieto, D. Valencia, A. Plaza and J. Plaza. Parallel Hyperspectral Image Processing on Commodity Grahics Hardware. International Conference on Parallel Processing (ICPP'2006). 8th Workshop on High Performance Scientific and Engineering Computing (HPSEC), Columbus, OH, 2006 (pdf).
D. Valencia, A. Lastovetsky and A. Plaza. Design and Implementation of a Parallel Heterogeneous Algorithm for Hyperspectral Image Analysis Using HeteroMPI. 5th International Symposium on Parallel and Distributed Computing (ISPDC), Timisoara, Romania, 2006 (pdf).
J. Plaza, R. Perez, A. Plaza, P. Martinez and D. Valencia. Parallel Morphological/Neural Classification of Remote Sensing Images Using Fully Heterogeneous and Homogeneous Commodity Clusters. IEEE International Conference on Cluster Computing (Cluster'2006), Barcelona, Spain, 2006 (pdf).
A. Plaza. Heterogeneous Computing in Remote Sensing Applications: Current Trends and Future Perspectives. Fifth International Workshop on Algorithms, Models and Tools for Parallel Computing on Heterogeneous Networks (HeteroPar'06), Barcelona, Spain, 2006 (pdf).
A. Plaza, J. Plaza and D. Valencia. AMEEPAR: Parallel Morphological Algorithm for Hyperspectral Image Classification in Heterogeneous Networks of Workstations. Lecture Notes in Computer Science, vol. 3391, pp. 888-891, ICCS 2006 (pdf).
D. Valencia and A. Plaza. FPGA-Based Compression of Hyperspectral Imagery Using Spectral Unmixing and the Pixel Purity Index Algorithm. Lecture Notes in Computer Science, vol. 3993, pp. 24-31, ICCS 2006 (pdf).
A. Plaza, C.-I Chang, J. Plaza and D. Valencia. Commodity Cluster and Hardware-Based Massively Parallel Implementations of Hyperspectral Image Analysis Algorithms. SPIE Defense and Security Symposium, Orlando, USA, 2006 (pdf).
A. Plaza, J.A. Benediktsson, J. Boardman, J. Brazile, L. Bruzzone, G. Camps-Valls, J. Chanussot, M. Fauvel, P. Gamba, J.A. Gualtieri, J.C. Tilton and G. Trianni. Advanced Processing of Hyperspectral Images, IEEE International Geoscience and Remote Sensing Symposium (IGARSS'06), Denver, CO, 2006 (pdf).
M.E. Schaepman, R.O. Green, S. Ungar, B. Curtiss, J. Boardman, A. Plaza, B.-C. Gao, R. Kokaly, J.R. Miller, S. Jacquemoud, E. Ben-Dor, R. Clark, C. Davis, J. Dozier, D. Goodenough, D.A. Roberts and A. Goetz. The Future of Imaging Spectroscopy - Prospective Technologies and Applications, IEEE International Geoscience and Remote Sensing Symposium (IGARSS'06), Denver, CO, 2006 (pdf).
A. Plaza, D. Valencia, J. Plaza, J. Sanchez-Testal, S. Muñoz and S. Blazquez. Parallel Implementation of Hyperspectral Image Analysis Algorithms, IEEE International Geoscience and Remote Sensing Symposium (IGARSS'06), Denver, CO, 2006 (pdf).
C.-I Chang, M. Hsueh, F. Chaudhry, W. Liu, C.-C. Wu, G. Solyar and A. Plaza. A Pyramid-Based Block of Skewers for Pixel Purity Index for Endmember Extraction in Hyperspectral Imagery. International Symposium on Spectral Sensing Research (ISSSR), Bar Harbor, Maine, USA, 2006 (pdf).
J. Amoros, L. Gomez-Chova, A. Plaza, J. Plaza and J. Calpe. Sub-pixel Cloud Masking in Remotely Sensed Hyperspectral Imagery Using Linear and Nonlinear Spectral Mixture Analysis. Second International Workshop on Recent Advances in Quantitative Remote Sensing (RAQS), Valencia, Spain, 2006 (pdf).
J. Moreno, Asner, G., Bach, H., Belenguer, T , Bell, A., Buschmann, C., Calera, A., Calpe, J., Campbell, P., Cecchi, G., Colombo, R., Corp, L.A., Court, A., Cutter, M.A., Disney, M., Dudelzak, A., D'Urso, G., Fernandes, R., Flexas, J., Gege, P., Gielen, B., Gitelson, A., Gloor, E.U., Gower, J., Green, R.O., Hill, J., Jacquemoud, S., Jia, L., Kneubühler, M., Laurila, T., Lewis, P., Lobb, D., Magnani, F., Maier, S.W., Marek, M.V., Martinez, A., Martinez-Cobo, P., Mazzinghi, P., Menenti, M., Merton, R., Middleton, E, De Miguel, E., Miller, J., Mohammed, G., Milton, E.J., Morales, F., Moya, I., Nedbal, L., Knorr, W., Ottlé, C., Olioso, A., Pace, S., Palucci, A., Pedros, R., Peltoniemi, J., Peñuelas, J., Plaza, A., Polcher, J., Rascher, U., Reuter, R., Rosema, A., Roujean, J.-L., Saito, Y., Saugier, B., Schaepman, M., Serrano, J.B., Settle, J.J., Sierra, M., Sobrino, J., Stoll, M.-P., Bob Su, Z., Tobehn, C., Tremblay, N., Valcke, R., Verhoef, W., Veroustraete, F., Verstraete, M., Zarco-Tejada, P. Fluorescence explorer (FLEX): An optimised payload to map vegetation photosynthesis from space. 57th AIAA International Astronautical Congress (IAC'06), vol. 3, pp. 2065-2074, 2006 (pdf).
P. Martinez, R. M. Perez, J. J. Merino, D. Valencia, A. Plaza and J. Plaza. New Spatial/Spectral Multitemporal Endmember Extraction Algorithms. ESA-EUSC Image Information Mining Workshop, Madrid, Spain, 2006 (pdf).
P. Martinez, J. Merino, D. Valencia, R.M. Perez, A. Plaza and J. Plaza. Parallel Computation of Forest Fires Using CHRIS Images. 4th CHRIS Proba Workshop, ESA-ESRIN, Frascati, Italy, 2006 (pdf).
D. Valencia, A. Plaza, R.M. Perez, C. Cantero, P. Martinez and J. Plaza. Parallel Endmember Extraction Techniques Applied to a Self-Organizing Neural Network for Hyperspectral Image Classification. Parallel Computing (ParCo), Malaga, Spain, 2005 (pdf).
D. Valencia, A. Plaza, P. Martinez and J. Plaza. On the Use of Cluster Computing Architectures for Implementation of Hyperspectral Analysis Algorithms. Proceedings of the 10th IEEE Symposium on Computers and Communications (ISCC), pp. 995-1000, Cartagena, Spain, 2005 (pdf).
D. Valencia, A. Plaza, M.A. Vega-Rodriguez and R. Perez, FPGA Design and Implementation of a Fast Pixel Purity Index Algorithm for Endmember Extraction in Hyperspectral Imagery. Optics East 2005, III Conference on Chemical and Biological Standoff Detection, Boston, USA, 2005 (pdf).
A. Plaza, J. Sanchez-Testal, J. Plaza and D. Valencia. An Experimental Evaluation of Endmember Generation Algorithms. Optics East 2005, III Conference on Chemical and Biological Standoff Detection, Boston, USA, 2005 (pdf).
J. Plaza, R. Perez, A. Plaza, P. Martinez and D. Valencia, Mapping Oil Spills on Sea Water Using Spectral Mixture Analysis of Hyperspectral Image Data. Optics East 2005, III Conference on Chemical and Biological Standoff Detection, Boston, USA, 2005 (pdf).
R. Zurita-Milla, J.P.G.W. Clevers, M.E. Schaepman and A. Plaza, Enhanced Sub-Pixel Land Cover Mapping Through an Effective Integration of the Spatial, Spectral and Temporal Dimensions of MERIS Imagery. 9th International Symposium on Physical Measurements and Signature in Remote Sensing, Beijing, China, 2005 (pdf).
A. Plaza, J. Le Moigne and N.S. Netanyahu, Automated Registration of Multi-Temporal Images Using Morphological Region of Interest Feature Extraction. Third International Workshop on the Analysis of Multi-Temporal Remote Sensing Images, Biloxi, Mississippi, USA, 2005 (html, pdf).
A. Plaza, J. Plaza, D. Valencia and P. Martinez, Efficient Information Extraction from Hyperspectral Imagery Using Heterogeneous Networks of Workstations. IEEE International Geoscience and Remote Sensing Symposium 2005, Seoul, South Korea, 2005 (pdf).
A. Plaza and J. C. Tilton, Automated Selection of Results in Hierarchical Segmentations of Remotely Sensed Hyperspectral Images. IEEE International Geoscience and Remote Sensing Symposium 2005, Seoul, South Korea, 2005 (pdf).
J. Plaza, A. Plaza, R.M. Perez and P. Martinez, Automated Generation of Semi-labeled Training Samples for Nonlinear Neural Network-Based Abundance Estimation in Hyperspectral Data. IEEE International Geoscience and Remote Sensing Symposium 2005, Seoul, South Korea, 2005 (pdf).
I. Galkin, G. Khmyrov, A. Kozlov, B. Reinisch, J. C. Tilton and A. Plaza, A Pre-Attentive Vision Model for Data Prospecting. International Conference on Cybernetics, Information Technologies, Systems, and Applications (CITSA), vol. 1, pp. 24-29, 2005 (pdf).
A. Plaza, P. Martinez, D. Valencia, I. Garcia and J.Plaza. On the Use of Parallel Computing to Process Multichannel Imagery via Extended Morphological Operations. Jornadas de Paralelismo. Granada, Spain, 2005 (pdf).
F. Chaudhry, S. Chakravarty, A. Plaza and C.-I Chang. Design of Fast Pixel Purity Index Algorithms for Endmember Extraction in Hyperspectral Imagery. American Society for Photogrammetry and Remote Sensing (ASPRS) Annual Conference. Baltimore, MD, USA, 2005 (pdf).
A. Plaza and C.-I Chang. An Improved N-FINDR Algorithm in Implementation. SPIE Symposium on Defense and Security, XI Conference on Algorithms and Technologies for Multispectral, Hyperspectral and Ultraspectral Imagery. Orlando, FL, USA, 2005 (pdf).
A. Plaza and C.-I Chang. Fast Implementation of Pixel Purity Index Algorithm. SPIE Symposium on Defense and Security, XI Conference on Algorithms and Technologies for Multispectral, Hyperspectral and Ultraspectral Imagery. Orlando, FL, USA, 2005 (pdf).
C.-I Chang, B. Ramakrishna, J. Wang, A. Plaza, H. Ren, C.-C. Chang, J.L. Jensen and J.O. Jensen. FastICA-Based Spectral/Spatial Hyperspectral Image Compression in Conjunction with Virtual Dimensionality. SPIE Symposium on Defense and Security, XI Conference on Algorithms and Technologies for Multispectral, Hyperspectral and Ultraspectral Imagery. Orlando, FL, USA, 2005 (pdf).
G. Solyar, C.-I Chang and A. Plaza. Endmember Generation by Projection Pursuit. SPIE Symposium on Defense and Security, XI Conference on Algorithms and Technologies for Multispectral, Hyperspectral and Ultraspectral Imagery. Orlando, FL, USA, 2005 (pdf).
J. Plaza, C.-I Chang, P. Martinez, R.M. Perez and A. Plaza. On the Generation of Training Samples for Neural Network-Based Mixed Pixel Classification. SPIE Symposium on Defense and Security, XI Conference on Algorithms and Technologies for Multispectral, Hyperspectral and Ultraspectral Imagery. Orlando, FL, USA, 2005 (pdf).
J.C. Jimenez-Muñoz, J.A. Sobrino, L. Guanter, J. Moreno, A. Plaza and P. Martinez. Fractional Vegetation Cover Estimation from CHRIS/PROBA Data. Third European Space Agency (ESA) Workshop on CHRIS/Proba, Frascati, Italy, 2005 (pdf).
M. Hsueh, A. Plaza, J. Wang, S. Wang, W. Liu, C.-I Chang, J.L. Jensen, J.O. Jensen, M.A. Odom, R. Hydutsky, H. Knapp and R. Yin. Morphological Algorithms for Processing Tickets by Hand Held Assay. Proceedings of SPIE, Chemical and Biological Standoff Detection II, vol. 5584, pp. 221-229, 2004 (pdf).
J. Plaza, P. Martinez, A. Plaza and R.M. Perez, Nonlinear Neural Network-based Mixture Model for Estimating the Concentration of Nitrogen Salts in Turbid Inland Waters Using Hyperspectral Imagery. Proceedings of SPIE, Chemical and Biological Standoff Detection II, vol. 5584, pp. 165-173, 2004 (pdf).
M.C. Cantero, R.M. Perez, P. Martinez, P.L. Aguilar, J. Plaza and A. Plaza, Analysis of the Behaviour of a Neural Network Model in the Identification and Quantification of Hyperspectral Signatures Applied to the Determination of Water Quality. Proceedings of SPIE, Chemical and Biological Standoff Detection II, vol. 5584, pp. 174-185, 2004 (pdf).
A. Plaza, D. Valencia, P. Martinez and J. Plaza. Parallel Implementation of Algorithms for Endmember Extraction from AVIRIS Hyperspectral Imagery. XIII NASA/Jet Propulsion Laboratory Airborne Earth Science Workshop. Pasadena, CA, USA, 2004 (pdf).
J. Plaza, P. Martinez, R.M. Perez and A. Plaza. Nonlinear Neural Network Mixture Models for Fractional Abundance Estimation in AVIRIS Hyperspectral Images. XIII NASA/Jet Propulsion Laboratory Airborne Earth Science Workshop. Pasadena, CA, USA, 2004 (pdf).
A. Plaza, P. Martinez, R.M. Perez and J. Plaza. Hyperspectral Image Analysis by Scale-orientation Morphological Profiles. Proceedings of SPIE, Image and Signal Processing for Remote Sensing IX, vol. 5238, pp. 432-439, 2004 (pdf).
J. Plaza, A. Plaza, P. Martinez, R.M. Perez. Nonlinear Mixture Models for Analyzing Laboratory Simulated-Forest Hyperspectral Data. Proceedings of SPIE, Image and Signal Processing for Remote Sensing IX, vol. 5238, pp. 480-487, 2004 (pdf).
A. Plaza, P. Martinez, J. Plaza and R.M. Perez. Spatial/Spectral Analysis of Hyperspectral Image Data. IEEE Workshop on Advances in Techniques for Analysis of Remotely Sensed Data. An Honorary Workshop for Prof. David A. Landgrebe. NASA/Goddard Space Flight Center, Greenbelt, Maryland, USA, 2003 (pdf).
A. Plaza, P. Martinez, J. Plaza and R.M. Perez. Parallel Implementation of Algorithms for Standoff Detection in Hyperspectral Imagery. Proceedings of SPIE, Chemical and Biological Standoff Detection I, 2003 (pdf).
A. Plaza. Extended Morphological Profiles for Hyperspectral Image Analysis on Parallel Computers. Neural Information Processing Systems Conference, Special Session on Hyperspectral Remote Sensing and Machine Learning, Vancouver, Canada, 2003 (pdf).
A. Plaza, P. Martinez, R.M. Perez and J. Plaza. A New Method for Target Detection in Hyperspectral Imagery Based on Extended Morphological Profiles. IEEE International Geoscience and Remote Sensing Symposium, Toulouse, France, 2003 (pdf).
J. Plaza, A. Plaza, P.Martinez and R.M. Perez. H-COMP: A Tool for Quantitative and Comparative Analysis of Endmember Identification Algorithms. IEEE International Geoscience and Remote Sensing Symposium, Toulouse, France, 2003 (pdf).
J. Plaza, P. Martinez, A. Plaza and R.M. Perez, Quantifying the Impact of Spatial Resolution on Endmember Extraction from Hyperspectral Imagery. Proceedings Third EARSeL Workshop on Imaging Spectroscopy, Herrsching, Germany, pp. 117-125, 2003 (pdf).
P. Martinez, J. Plaza, M.C. Cantero, A. Plaza, R.M. Perez, A. Atkinson and J. Ballel, Test Image to Validate Endmember Extraction and Hyperspectral Unmixing Algorithms. Proceedings Third EARSeL Workshop on Imaging Spectroscopy, Herrsching, Germany, pp. 106-114, 2003 (pdf).
A. Plaza, P. Martinez, R.M. Perez and J. Plaza. A Comparative Analysis of Endmember Extraction Algorithms Using AVIRIS Hyperspectral Data. XI NASA/Jet Propulsion Laboratory Airborne Earth Science Workshop. Pasadena, CA, USA, 2002 (pdf).
P.L. Aguilar, R.M. Perez, P. Martinez and A. Plaza. Automatic Neuro-Hyperspectral Unmixing. Third International Conference on Management Information Systems Incorporating GIS and Remote Sensing. Halkidiki, Greece, 2002 (pdf).
A. Plaza, P. Martinez, J.A. Gualtieri and R.M. Perez. Automated Identification of Endmembers from Hyperspectral Images Using Mathematical Morphology. Proceedings of SPIE, Image and Signal Processing for Remote Sensing VII, vol. 4541, pp. 278-286, 2002 (html, pdf).
A. Plaza, P. Martinez, J.A. Gualtieri and R.M. Perez, Spatial/Spectral Identification of Endmembers from AVIRIS Data Using Mathematical Morphology. Proceedings of the Tenth JPL Airborne Earth Science Workshop, JPL Publication 02-1, pp. 309-320, 2001 (pdf).
P. Martinez, J.A. Gualtieri, P.L. Aguilar, R.M. Perez, M. Linaje., J.C. Preciado and A. Plaza, Hyperspectral Image Classification Using a Self-Organizing Map. Proceedings of the Tenth JPL Airborne Earth Science Workshop, JPL Publication 02-1, pp. 267-274, 2001 (pdf).
P. Martinez, P.L. Aguilar, R.M. Perez, M. Linaje, J.C. Preciado, A. Plaza. Self-Organizing Map for Hyperspectral Image Analysis, Lecture Notes in Computer Science, vol. 2085, pp. 208-218, IWANN 2001 (pdf) [JCR(2001)=0.415].
P.L. Aguilar, A. Plaza, P. Martinez and R.M. Perez, Endmember Extraction by a Self-Organizing Neural Network on Hyperspectral Images. VI International Conference on Automation, Robotics, Control and Vision (ICARCV). Singapore, 2000 (pdf).
A. Plaza, E. Cernadas, M.L. Duran, P.G. Rodriguez and M.J. Petron. Multi-Scale Detection of Curvilinear Structures with High Contour Accuracy. V Iberoamerican Symposium on Pattern Recognition (SIARP). Lisbon, Portugal, 2000 (pdf).
M.L. Duran, A. Caro, E. Cernadas, A. Plaza and M.J. Petron. A Fuzzy Schema to Evaluate Fat Content in Iberian Pig Meat Images. V Iberoamerican Symposium on Pattern Recognition (SIARP). Lisbon, Portugal, 2000.
E. Cernadas, A. Plaza, P.G. Rodriguez, M.L. Duran, J. Hernandez, T. Antequera, R. Gallardo and D. Villa. Estimation of Dry-Cured Iberian Ham Quality Using Magnetic Resonance Imaging. V International Conference on Applications of Magnetic Resonance in Food Science. Aveiro, Portugal, 2000 (pdf).
A. Plaza, E. Cernadas, M.L. Duran and M.J. Petron. Fitting Contours of Marbling in Iberian Ham Images. XI Portuguese Conference on Pattern Recognition (RECPAD). Oporto, Portugal, 2000 (pdf).
A. Plaza, E. Cernadas, M.L. Duran, J.M. Sanchez and M.J. Petron. Recognizing Marbling in Iberian Ham. Third International Conference on Computer Vision, Pattern Recognition and Image Processing (CVPRIP). Atlantic City, NJ, USA, 2000 (pdf).
M.L. Duran, E. Cernadas, A. Plaza, J.M. Sanchez and M.J. Petron. Could Machine Vision Replace Chemical Procedure to Evaluate Fat Content in Iberian Pig Meat? An Experimental Study. Third International Conference on Computer Vision, Pattern Recognition and Image Processing (CVPRIP). Atlantic City, NJ, USA, 2000 (pdf).
A. Plaza, E. Cernadas, M.L. Duran, J.M. Sanchez and T. Antequera. Directional Morphological Operators to Detect Fat Streaks in Iberian Ham. VIII Spanish Symposium on Pattern Recognition and Image Analisis (SNRFAI). Bilbao, Spain, 1999 (pdf).
M.L. Duran, E. Cernadas, A. Plaza, J.M. Sanchez and M.J. Petron. Comparative Study of Segmentation Techniques to Evaluate Fat-Level in Iberian Ham. VIII Spanish Symposium on Pattern Recognition and Image Analisis (SNRFAI). Bilbao, Spain, 1999.
P. G. Rodriguez, L. Gomez, R. G. Carrion, E. Cernadas, A. Plaza and J. J. Vidal. A MiniPACS Design for the Viewing of Digital Mammographies. 16th Annual Meeting of the EuroPACS Association. Barcelona, Spain, 1998 (pdf).
J.L. Gonzalez, A. Gazo, A. Plaza and A. Silva. Multimedia Virtual Classroom. XVIII International Conference of the Chilean Computer Science Society. Antofagasta, Chile, 1998 (pdf).

Patents and Disclosures of Invention (2):

C.-I Chang and A. Plaza. Fast Pixel Purity Index (FPPI) algorithm, Disclosure of invention filed with University of Maryland Baltimore County (UMBC), November 29, 2004.
A. Plaza, P. Martinez, R.M. Perez and P.L. Aguilar. Automated Morphological Endmember Extraction (AMEE) algorithm, Spanish Patent No.: M-007569/2003.

Papers in Spanish (24):

J. Delgado, L. I. Jimenez, G. Martin, S. Sanchez, J. Plaza and A. Plaza. Nueva implementación paralela en GPUs para la extracción de firmas espctrales puras con información espacial y espectral. Jornadas de Paralelismo, Congreso Español de Informática (CEDI'2016), Salamanca, Spain, 2016.
J. M. Haut, M. Paoletti, J. Plaza and A. Plaza. Evaluación de rendimiento de una implementación Cloud para un clasificador neuronal aplicado a imágenes hiperespectrales. Jornadas de Paralelismo, Congreso Español de Informática (CEDI'2016), Salamanca, Spain, 2016.
J. M. Molero, E. M. Garzon, I. Garcia, E. S. Quintana-Orti y A. Plaza. Solución de múltiples sistemas lineales en GPUs. Jornadas de Paralelismo, Congreso Español de Informática (CEDI'2013), Madrid, Spain, 2013 (pdf).
S. Sanchez y A. Plaza. Implementación paralela del algoritmo Pixel Purity Index para análisis hiperespectral en GPUs. Jornadas de Paralelismo, Congreso Español de Informática (CEDI'2010), Valencia, Spain, 2010 (pdf).
A. Paz y A. Plaza. Clusters frente a GPUs para detección automática de objetivos en imágenes hiperespectrales de la superficie terrestre. Jornadas de Paralelismo, Congreso Español de Informática (CEDI'2010), Spain, 2010 (pdf).
C. Gonzalez, D. Mozos, J. Resano y A. Plaza. Implementación en FPGA del algoritmo Pixel Purity Index para el análisis de imágenes hiperespectrales en teledetección. Jornadas de Computación Reconfigurable y Aplicaciones, Congreso Español de Informática (CEDI'2010), Valencia, Spain, 2010 (pdf).
A. Atkinson, B. Calzas y A. Plaza. GExMap 1.0: aplicación gratuita para el intercambio de datos de navegadores GPS y visualización mediante Google Maps. Congreso Internacional Conjunto XXI Ingegraf XVII ADM, Lugo, Spain, 2009.
S. Blazquez, S. Muñoz, A. Plaza, P. Martinez y A. Paz. Implementación paralela y validación preliminar de un nuevo algoritmo para detectar targets en imágenes hiperespectrales. Jornadas de Paralelismo, Zaragoza, Spain, 2007 (pdf).
D. Valencia and A. Plaza. Diseño e implementación de un algoritmo heterogéneo paralelo para el análisis de imágenes hiperespectrales. Jornadas de Paralelismo, Albacete, Spain, 2006 (pdf).
J. Setoain, C. Tenllado, M. Prieto, A. Plaza, D. Valencia, J. Plaza. Procesamiento paralelo de imágenes hiperespectrales utilizando unidades de procesamiento gráfico domésticas. Jornadas de Paralelismo, Albacete, Spain, 2006 (pdf).
D. Valencia, A. Plaza, M. A. Vega-Rodriguez and R. M. Perez. Diseño e implementación del algoritmo Fast Pixel Purity Index para la extracción de endmembers de imágenes hiperespectrales utilizando FPGAs. Workshop on Reconfigurable Computing and Applications (JCRA 2006), Cáceres, Spain, 2006 (pdf).
J. Amoros, P. Martinez, A. Plaza, L. Gomez-Chova, J. Calpe, Comparativa de algoritmos de extracción de endmembers aplicados a detección de nubes. Congreso Nacional de Teledetección. Las Palmas de Gran Canaria, Spain, 2005.
A. Plaza, D. Valencia, P. Martinez, Procesamiento de imágenes hiperespectrales en computadores paralelos. Jornadas de Paralelismo. Almería, Spain, 2004.
A. Plaza, P. Martinez, R.M. Perez, P.L. Aguilar, M.C. Cantero, Algoritmos de selección de endmembers en imágenes hiperespectrales. Congreso Nacional de Teledetección. Cáceres, Spain, 2003.
J. Plaza, A. Plaza, P. Martinez, R.M. Perez, M.C. Cantero, H-COMP: Una herramienta para la comparación de algoritmos de extracción de endmembers. Congreso Nacional de Teledetección. Cáceres, Spain, 2003.
R.M. Perez, A. Plaza, P. Martinez, J. Plaza, P.L. Aguilar, Arrays de Sistólicos como Soporte al Análisis de Imágenes Hiperespectrales en Tiempo Real. Jornadas de Paralelismo. Lleida, Spain, 2002.
P. Martinez, P. Aguilar, A. Plaza, M. Linaje, J.C. Preciado, R.M. Perez. Clasificación no supervisada de imágenes hiperespectrales utilizando redes neuronales auto-organizativas. Congreso Nacional de Teledetección. Lleida, Spain, 2001.
R.M. Perez, P. Martinez, P.L. Aguilar, A. Plaza, A. Sanchez, J. Plaza, Aplicación adaptativa basada en computación neuronal para ayuda a la comunicación con el ordenador de usuarios discapacitados. Congreso Virtual Derecho y Discapacidad en el Nuevo Milenio. Badajoz, Spain, 2002.
A. Plaza, E. Cernadas, M.L. Duran, J. M. Sanchez, M.J. Petron. Detección automática de vetas de grasa en jamón ibérico. Jornadas de Automática. Madrid, Spain, 1998.
M.L. Duran, A. Plaza, E. Cernadas, J. M. Sanchez y M.J. Petron. Determinación del nivel de grasa en jamón ibérico utilizando visión artificial. Jornadas de Automática. Madrid, Spain, 1998.
A. Plaza, E. Cernadas, M.L. Duran, J. M. Sanchez, T. Antequera. Identificación del veteado en jamón ibérico utilizando técnicas de procesado digital de imágenes. Jornadas de Informática. Las Palmas de Gran Canaria, Spain, 1998.
A. Plaza, C.A. Ramos, A. Gazo, J.L. Gonzalez. Servicio Aula Virtual de la Escuela Politécnica de Cáceres. Jornadas de Informática. Las Palmas de Gran Canaria, Spain, 1998 (pdf).
M. Sanchez, P.J. Rocha, A. Pastor, J.L. Gonzalez, A. Plaza. SIPEP, una demostración del potencial de la tecnología Web aplicada a los sistemas de información. Jornadas de Informática. Las Palmas de Gran Canaria, Spain, 1998.
A. Gazo, A. Plaza, J.L. Gonzalez, A. Silva. Aula virtual, Extensiones multimedia. Congreso Universitario de Innovación Educativa en las Enseñanzas Técnicas. Las Palmas de Gran Canaria, Spain, 1998 (pdf).

PhD Dissertation (1):

A. Plaza. Proposición, validación y prueba de una metodología morfológica para el análisis de datos hiperespectrales que integra información espacial y espectral. Universidad de Extremadura, 2002 (pdf). Nota de prensa sobre la tesis (html).

Books in Spanish (2):

P. Diaz, A. Plaza, F. J. Garcia, J. M. Alvarez, N. Pavon, Manual Avanzado de Delphi 4. Ed. Anaya Multimedia, 1999.
P. Diaz, G. Galeano, A. Plaza, F. J. Garcia, M.A. Vega, Microsoft Access 2000 paso a paso. Ed. Anaya Multimedia, 1999.

Online publications (4):

E. M. T. Hendrix, I. Garcia, J. Plaza and A. Plaza. Minimum Volume Simplicial Enclosure for Spectral Unmixing. Working Paper Mansholt Graduate School MPW-50, Wageningen University, 2010 (pdf).
A. Plaza, J. Plaza and S. Sanchez. Hyperspectral Image Compression on NVidia GPUs. NVidia CUDA Zone, 2009 (html).
A. Plaza, S. Sanchez and J. Plaza. Hyperspectral Unmixing on NVidia GPUs. NVidia CUDA Zone, 2009 (html).
A. Plaza. Parallel Processing Opens New Perspectives for Hyperspectral Imaging. SPIE Newsroom, 2006 (html, pdf).

Online News and Press Releases (12):

Daniel Iordache Selected as Best Romanian Student of the Year 2011 in Europe (html) also in Spanish (html)
Europe Press Course on GPU for Satellite Image Processing (in Spanish, html)
Europe Media Monitor News Explorer (html)
Press release University of Extremadura, May 2007 (html)
Press release University of Extremadura, October 2007 (html)
Press release University of Extremadura, October 2007 (html)
Press release El Periódico Extremadura, October 2007 (html, pdf)
Press release El Periódico Extremadura, October 2007 (html)
Press release Extremadura al día, October 2007 (html)
Press release Extremadura Universa, October 2007 (html)
Press release Region digital (html)
Note about PhD dissertation of Antonio Plaza (in Spanish, html)

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