Antonio J. Plaza

According to our database1, Antonio J. Plaza authored at least 416 papers between 2001 and 2020.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2015, "For contributions to hyperspectral data processing and parallel computing of Earth observation data".

Timeline

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Online presence:

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Bibliography

2020
Skip-Connected Covariance Network for Remote Sensing Scene Classification.
IEEE Trans. Neural Networks Learn. Syst., 2020

Scalable recurrent neural network for hyperspectral image classification.
J. Supercomput., 2020

Generalized Morphological Component Analysis for Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2020

Hyperspectral Classification With Noisy Label Detection via Superpixel-to-Pixel Weighting Distance.
IEEE Trans. Geosci. Remote. Sens., 2020

Neural Ordinary Differential Equations for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2020

A Single Model CNN for Hyperspectral Image Denoising.
IEEE Trans. Geosci. Remote. Sens., 2020

Hashing Nets for Hashing: A Quantized Deep Learning to Hash Framework for Remote Sensing Image Retrieval.
IEEE Trans. Geosci. Remote. Sens., 2020

Curvelet Transform Domain-Based Sparse Nonnegative Matrix Factorization for Hyperspectral Unmixing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Entropy-Based Convex Set Optimization for Spatial-Spectral Endmember Extraction From Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Deep Hashing Based on Class-Discriminated Neighborhood Embedding.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Spectral-Fidelity Convolutional Neural Networks for Hyperspectral Pansharpening.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

A New GPU Implementation of Support Vector Machines for Fast Hyperspectral Image Classification.
Remote. Sens., 2020

Improving Land Cover Classification Using Extended Multi-Attribute Profiles (EMAP) Enhanced Color, Near Infrared, and LiDAR Data.
Remote. Sens., 2020

Deep Learning for Land Cover Classification Using Only a Few Bands.
Remote. Sens., 2020

High-Rankness Regularized Semi-Supervised Deep Metric Learning for Remote Sensing Imagery.
Remote. Sens., 2020

Inference in Supervised Spectral Classifiers for On-Board Hyperspectral Imaging: An Overview.
Remote. Sens., 2020

Neighboring Region Dropout for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2020

Unfolding Spatial-Temporal Patterns of Taxi Trip based on an Improved Network Kernel Density Estimation.
ISPRS Int. J. Geo Inf., 2020

Graph Convolutional Networks for Hyperspectral Image Classification.
CoRR, 2020

Image Segmentation Using Deep Learning: A Survey.
CoRR, 2020

Special focus on deep learning in remote sensing image processing.
Sci. China Inf. Sci., 2020

A new sensor bias-driven spatio-temporal fusion model based on convolutional neural networks.
Sci. China Inf. Sci., 2020

Spatio-temporal fusion for remote sensing data: an overview and new benchmark.
Sci. China Inf. Sci., 2020

Hybrid first and second order attention Unet for building segmentation in remote sensing images.
Sci. China Inf. Sci., 2020

2019
Subpixel Component Analysis for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Scale-Free Convolutional Neural Network for Remote Sensing Scene Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

An Efficient and Scalable Framework for Processing Remotely Sensed Big Data in Cloud Computing Environments.
IEEE Trans. Geosci. Remote. Sens., 2019

DAEN: Deep Autoencoder Networks for Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2019

Deep Pyramidal Residual Networks for Spectral-Spatial Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Capsule Networks for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Feature Extraction With Multiscale Covariance Maps for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Visual Attention-Driven Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2019

Cloud Deep Networks for Hyperspectral Image Analysis.
IEEE Trans. Geosci. Remote. Sens., 2019

Remote Sensing Image Superresolution Using Deep Residual Channel Attention.
IEEE Trans. Geosci. Remote. Sens., 2019

Portability Study of an OpenCL Algorithm for Automatic Target Detection in Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2019

GPU Parallel Implementation of Dual-Depth Sparse Probabilistic Latent Semantic Analysis for Hyperspectral Unmixing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Pansharpening via Detail Injection Based Convolutional Neural Networks.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

HyperPNN: Hyperspectral Pansharpening via Spectrally Predictive Convolutional Neural Networks.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Performance of Change Detection Algorithms Using Heterogeneous Images and Extended Multi-attribute Profiles (EMAPs).
Remote. Sens., 2019

Scanning the Issue.
Proc. IEEE, 2019

Remotely sensed big data: evolution in model development for information extraction [point of view].
Proc. IEEE, 2019

Hyperspectral Image Classification Using Random Occlusion Data Augmentation.
IEEE Geosci. Remote. Sens. Lett., 2019

Remote Sensing Single-Image Superresolution Based on a Deep Compendium Model.
IEEE Geosci. Remote. Sens. Lett., 2019

Low-High-Power Consumption Architectures for Deep-Learning Models Applied to Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2019

Intersensor Remote Sensing Image Registration Using Multispectral Semantic Embeddings.
IEEE Geosci. Remote. Sens. Lett., 2019

Sentinel-2 and Sentinel-3 Intersensor Vegetation Estimation via Constrained Topic Modeling.
IEEE Geosci. Remote. Sens. Lett., 2019

A Joint Sparsity Approach to Soil Detection Using Expanded Bands of WV-2 Images.
IEEE Geosci. Remote. Sens. Lett., 2019

FPGA implementation of a maximum simplex volume algorithm for endmember extraction from remotely sensed hyperspectral images.
J. Real Time Image Process., 2019

Naive Gabor Networks.
CoRR, 2019

Efficient Convolutional Neural Network for Spectral-Spatial Hyperspectral Denoising.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

Superpixel-Guided Sparse Unmixing for Remotely Sensed Hyperspectral Imagery.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Multi-Task Learning with Low-Rank Matrix Factorization for Hyperspectral Nonlinear Unmixing.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Solving Deep Neural Networks with Ordinary Differential Equations for Remotely Sensed Hyperspectral Image Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Accessibility-Free Active Learning for Hyperspectral Image Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

A New Spatio-Temporal Fusion Method for Remotely Sensed Data Based on Convolutional Neural Networks.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

High-Order Self-Attention Network for Remote Sensing Scene Classification.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Open Multi-Processing Acceleration for Unsupervised Land Cover Categorization Using Probabilistic Latent Semantic Analysis.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2018
Spatial Discontinuity-Weighted Sparse Unmixing of Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2018

Spectral-Spatial Weighted Sparse Regression for Hyperspectral Image Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2018

A New Spectral-Spatial Sub-Pixel Mapping Model for Remotely Sensed Hyperspectral Imagery.
IEEE Trans. Geosci. Remote. Sens., 2018

Estimating Nonlinearities in p-Linear Hyperspectral Mixtures.
IEEE Trans. Geosci. Remote. Sens., 2018

Convex Formulation for Multiband Image Classification With Superpixel-Based Spatial Regularization.
IEEE Trans. Geosci. Remote. Sens., 2018

Remote Sensing Scene Classification Using Multilayer Stacked Covariance Pooling.
IEEE Trans. Geosci. Remote. Sens., 2018

Active Learning With Convolutional Neural Networks for Hyperspectral Image Classification Using a New Bayesian Approach.
IEEE Trans. Geosci. Remote. Sens., 2018

A New Deep Generative Network for Unsupervised Remote Sensing Single-Image Super-Resolution.
IEEE Trans. Geosci. Remote. Sens., 2018

Hyperspectral Unmixing Based on Dual-Depth Sparse Probabilistic Latent Semantic Analysis.
IEEE Trans. Geosci. Remote. Sens., 2018

Hyperspectral Unmixing Using Sparsity-Constrained Deep Nonnegative Matrix Factorization With Total Variation.
IEEE Trans. Geosci. Remote. Sens., 2018

A New Spatial-Spectral Feature Extraction Method for Hyperspectral Images Using Local Covariance Matrix Representation.
IEEE Trans. Geosci. Remote. Sens., 2018

Impervious Surface Extraction From Multispectral Images via Morphological Attribute Profiles Based on Spectral Analysis.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

GPU Parallel Implementation of Spatially Adaptive Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Remote Sensing Image Fusion Using Hierarchical Multimodal Probabilistic Latent Semantic Analysis.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

A Technique for Subpixel Analysis of Dynamic Mangrove Ecosystems With Time-Series Hyperspectral Image Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

A Distributed Parallel Algorithm Based on Low-Rank and Sparse Representation for Anomaly Detection in Hyperspectral Images.
Sensors, 2018

Deep&Dense Convolutional Neural Network for Hyperspectral Image Classification.
Remote. Sens., 2018

Multimodal Probabilistic Latent Semantic Analysis for Sentinel-1 and Sentinel-2 Image Fusion.
IEEE Geosci. Remote. Sens. Lett., 2018

Multicore Real-Time Implementation of a Full Hyperspectral Unmixing Chain.
IEEE Geosci. Remote. Sens. Lett., 2018

Parallel real-time virtual dimensionality estimation for hyperspectral images.
J. Real Time Image Process., 2018

A real-time unsupervised background extraction-based target detection method for hyperspectral imagery.
J. Real Time Image Process., 2018

Fast dimensionality reduction and classification of hyperspectral images with extreme learning machines.
J. Real Time Image Process., 2018

A suite of parallel algorithms for efficient band selection from hyperspectral images.
J. Real Time Image Process., 2018

Deep Auto-Encoder Network for Hyperspectral Image Unmixing.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

An Investigation on Self-Normalized Deep Neural Networks for Hyperspectral Image Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Covariance Matrix Based Feature Fusion for Scene Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Evaluation of Different Regularization Methods for the Extreme Learning Machine Applied to Hyperspectral Images.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Inter-Sensor Regression Analysis for Operational Sentinel-2 and Sentinel-3 Data Products.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017
Efficient implementation of morphological index for building/shadow extraction from remotely sensed images.
J. Supercomput., 2017

Cloud implementation of the K-means algorithm for hyperspectral image analysis.
J. Supercomput., 2017

Multisensor Coupled Spectral Unmixing for Time-Series Analysis.
IEEE Trans. Geosci. Remote. Sens., 2017

Structured Sparse Coding-Based Hyperspectral Imagery Denoising With Intracluster Filtering.
IEEE Trans. Geosci. Remote. Sens., 2017

Fusion of Hyperspectral and LiDAR Data Using Sparse and Low-Rank Component Analysis.
IEEE Trans. Geosci. Remote. Sens., 2017

A Novel Preunmixing Framework for Efficient Detection of Linear Mixtures in Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2017

Discriminative Low-Rank Gabor Filtering for Spectral-Spatial Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2017

Using Linear Spectral Unmixing for Subpixel Mapping of Hyperspectral Imagery: A Quantitative Assessment.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

A New Cloud Computing Architecture for the Classification of Remote Sensing Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Parallel Implementation of Spatial-Spectral Endmember Extraction on Graphic Processing Units.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Robust Matrix Discriminative Analysis for Feature Extraction From Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Superpixel-Based Active Learning and Online Feature Importance Learning for Hyperspectral Image Analysis.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Sparse Unmixing With Dictionary Pruning for Hyperspectral Change Detection.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Parallel Implementation of a Full Hyperspectral Unmixing Chain Using OpenCL.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Class-Oriented Spectral Partitioning for Remotely Sensed Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Joint Sparse Sub-Pixel Mapping Model with Endmember Variability for Remotely Sensed Imagery.
Remote. Sens., 2017

Spatial Technology and Social Media [Scanningthe Issue].
Proc. IEEE, 2017

Spatial Technology and Social Media in Remote Sensing: A Survey.
Proc. IEEE, 2017

Spatial technology and social media in remote sensing: challenges and opportunities [point of view].
Proc. IEEE, 2017

A New Sparse Subspace Clustering Algorithm for Hyperspectral Remote Sensing Imagery.
IEEE Geosci. Remote. Sens. Lett., 2017

Hyperspectral Unmixing Using Double Reweighted Sparse Regression and Total Variation.
IEEE Geosci. Remote. Sens. Lett., 2017

Oil Spill Detection via Multitemporal Optical Remote Sensing Images: A Change Detection Perspective.
IEEE Geosci. Remote. Sens. Lett., 2017

Performance-Power Evaluation of an OpenCL Implementation of the Simplex Growing Algorithm for Hyperspectral Unmixing.
IEEE Geosci. Remote. Sens. Lett., 2017

Integration of LiDAR and Hyperspectral Data for Land-cover Classification: A Case Study.
CoRR, 2017

Impervious surface extraction from multispectral images using morphological attribute profiles and spectral mixture analysis.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Spatial weighted sparse regression for hyperspectral image unmixing.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

A new classification-oriented endmember extraction and sparse unmixing approach for hyperspectral data.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Nonnegative sparse autoencoder for robust endmember extraction from remotely sensed hyperspectral images.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Onboard payload-data dimensionality reduction.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Multicore implementation of the multi-scale adaptive deep pyramid matching model for remotely sensed image classification.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Hyperspectral cloud shadow removal based on linear unmixing.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Multi-superpixelization-based convex formulation for joint classification of hyperspectral and lidar data.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016
Anomaly Detection in Hyperspectral Images Based on Low-Rank and Sparse Representation.
IEEE Trans. Geosci. Remote. Sens., 2016

Thin Cloud Removal Based on Signal Transmission Principles and Spectral Mixture Analysis.
IEEE Trans. Geosci. Remote. Sens., 2016

Cloud Removal Based on Sparse Representation via Multitemporal Dictionary Learning.
IEEE Trans. Geosci. Remote. Sens., 2016

Multiple Morphological Component Analysis Based Decomposition for Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2016

Probabilistic-Kernel Collaborative Representation for Spatial-Spectral Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2016

Robust Collaborative Nonnegative Matrix Factorization for Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2016

Support Tensor Machines for Classification of Hyperspectral Remote Sensing Imagery.
IEEE Trans. Geosci. Remote. Sens., 2016

Remote Sensing Image Classification Using Attribute Filters Defined Over the Tree of Shapes.
IEEE Trans. Geosci. Remote. Sens., 2016

Approximate Computing of Remotely Sensed Data: SVM Hyperspectral Image Classification as a Case Study.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Parallel and Distributed Dimensionality Reduction of Hyperspectral Data on Cloud Computing Architectures.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

A Hybrid CPU-GPU Real-Time Hyperspectral Unmixing Chain.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

A New Genetic Method for Subpixel Mapping Using Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Automatic Change Detection in High-Resolution Remote Sensing Images by Using a Multiple Classifier System and Spectral-Spatial Features.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

One-Class Classification of Remote Sensing Images Using Kernel Sparse Representation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Characterization of Soil Erosion Indicators Using Hyperspectral Data From a Mediterranean Rainfed Cultivated Region.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Harmonic Mixture Modeling for Efficient Nonlinear Hyperspectral Unmixing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

A New Algorithm for Bilinear Spectral Unmixing of Hyperspectral Images Using Particle Swarm Optimization.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Spatial-Spectral Hyperspectral Image Classification Using Random Multiscale Representation.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

FPGA Implementation of an Algorithm for Automatically Detecting Targets in Remotely Sensed Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Sparse Unmixing-Based Change Detection for Multitemporal Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Fast Spatial Preprocessing for Spectral Unmixing of Hyperspectral Data on Graphics Processing Units.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Parallel Hyperspectral Coded Aperture for Compressive Sensing on GPUs.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Spectrometer-Driven Spectral Partitioning for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

A Discontinuity Preserving Relaxation Scheme for Spectral-Spatial Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016

Performance Optimizations for an Automatic Target Generation Process in Hyperspectral Analysis.
Scalable Comput. Pract. Exp., 2016

Big Data for Remote Sensing: Challenges and Opportunities.
Proc. IEEE, 2016

Hyperspectral Unmixing Based on Local Collaborative Sparse Regression.
IEEE Geosci. Remote. Sens. Lett., 2016

GPU Implementation of Spatial-Spectral Preprocessing for Hyperspectral Unmixing.
IEEE Geosci. Remote. Sens. Lett., 2016

Adaptive Deep Pyramid Matching for Remote Sensing Scene Classification.
CoRR, 2016

Sparse hyperspectral unmixing with spatial discontinuity preservation.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Graph-regularized coupled spectral unmixing for multisensor time-series analysis.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

GPU implementation of hyperspectral image classification based on weighted Markov random fields.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

An iterative enhancement of higher order nonlinear mixture model for accurate hyperspectral unmixing.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Parallel implementation of a hyperspectral data geometry-based estimation of number of endmembers algorithm.
Proceedings of the Real-Time Image and Video Processing 2016, 2016

Fusion of hyperspectral and LiDAR data using morphological component analysis.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Active learning based autoencoder for hyperspectral imagery classification.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

On the detection of linear mixtures in hyperspectral images.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Convex formulation for hyperspectral image classification with superpixels.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

A Gaussian approach to subspace based classification of hyperspectral images.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Fast spatial-spectral preprocessing for endmember extraction and spectral unmixing using graphic processing units.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Uncertainty propagation from atmospheric parameters to sparse hyperspectral unmixing.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Unmixing with SLIC superpixels for hyperspectral change detection.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

On the optimization of memory access to increase the performance of spatial preprocessing techniques on graphics processing units.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Parallel implementation of the simplex growing algorithm for hyperspectral unmixing using OpenCL.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
Exploring the performance-power-energy balance of low-power multicore and manycore architectures for anomaly detection in remote sensing.
J. Supercomput., 2015

HYCA: A New Technique for Hyperspectral Compressive Sensing.
IEEE Trans. Geosci. Remote. Sens., 2015

A Novel Negative Abundance-Oriented Hyperspectral Unmixing Algorithm.
IEEE Trans. Geosci. Remote. Sens., 2015

Multiple Feature Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2015

Complementarity of Discriminative Classifiers and Spectral Unmixing Techniques for the Interpretation of Hyperspectral Images.
IEEE Trans. Geosci. Remote. Sens., 2015

Minimum Volume Simplex Analysis: A Fast Algorithm for Linear Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2015

Normal Endmember Spectral Unmixing Method for Hyperspectral Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Dual-Mode FPGA Implementation of Target and Anomaly Detection Algorithms for Real-Time Hyperspectral Imaging.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Parallel Spatial-Spectral Hyperspectral Image Classification With Sparse Representation and Markov Random Fields on GPUs.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Parallel Implementation of Sparse Representation Classifiers for Hyperspectral Imagery on GPUs.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

GPU Implementation of Iterative-Constrained Endmember Extraction from Remotely Sensed Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Parallel Implementation of Polarimetric Synthetic Aperture Radar Data Processing for Unsupervised Classification Using the Complex Wishart Classifier.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Nonlinear Hyperspectral Unmixing Using Nonlinearity Order Estimation and Polytope Decomposition.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Fusion of Hyperspectral and LiDAR Remote Sensing Data Using Multiple Feature Learning.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Multiple Algorithm Integration Based on Ant Colony Optimization for Endmember Extraction From Hyperspectral Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Foreword to the Special Issue on Big Data in Remote Sensing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015

Real-Time Implementation of the Sparse Multinomial Logistic Regression for Hyperspectral Image Classification on GPUs.
IEEE Geosci. Remote. Sens. Lett., 2015

GPU Implementation of Composite Kernels for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2015

Sparse Unmixing-Based Content Retrieval of Hyperspectral Images on Graphics Processing Units.
IEEE Geosci. Remote. Sens. Lett., 2015

HyperMix: An Open-Source Tool for Fast Spectral Unmixing on Graphics Processing Units.
IEEE Geosci. Remote. Sens. Lett., 2015

Subspace-Based Support Vector Machines for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2015

Informative Change Detection by Unmixing for Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2015

Fast and Reliable Noise Estimation for Hyperspectral Subspace Identification.
IEEE Geosci. Remote. Sens. Lett., 2015

Learning Discriminative Sparse Representations for Hyperspectral Image Classification.
IEEE J. Sel. Top. Signal Process., 2015

Real-time implementation of remotely sensed hyperspectral image unmixing on GPUs.
J. Real Time Image Process., 2015

FPGA implementation of a maximum volume algorithm for endmember extraction from hyperspectral imagery.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Potential and limitations of band selection and library pruning in sparse hyperspectral unmixing.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Hyperspectral change detection by sparse unmixing with dictionary pruning.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

GPU implementation of a constrained hyperspectral coded aperture algorithm for compressive sensing.
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Robust collaborative nonnegative matrix factorization for hyperspectra unmixing (R-CONMF).
Proceedings of the 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2015

Hyperspectral image classification based on union of subspaces.
Proceedings of the Joint Urban Remote Sensing Event, 2015

B-HYCA: Blind hyperspectral compressive sensing.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Class-oriented spectral partitioning for hyperspectral image classification.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Fast principal component analysis for hyperspectral imaging based on cloud computing.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Fusion of hyperspectral and lidar data using generalized composite kernels: A case study in Extremadura, Spain.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

HyperMix: An open source tool for hyperspectral imaging.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Hyperspectral and lidar data integration and classification.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

GPU implementation of spatial preprocessing for spectral unmixing of hyperspectral data.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

GPU implementation of a hyperspectral coded aperture algorithm for compressive sensing.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

On the architecture of a big data classification tool based on a map reduce approach for hyperspectral image analysis.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

SPT 3.1: A free software for automatic tuning of segmentation parameters in optical, hyperspectral and SAR images.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Segmentation as postprocessing for hyperspectral image classification.
Proceedings of the IEEE EUROCON 2015, 2015

A fast parallel hyperspectral coded aperture algorithm for compressive sensing using OpenCL.
Proceedings of the IEEE EUROCON 2015, 2015

2014
Unmixing-based content retrieval system for remotely sensed hyperspectral imagery on GPUs.
J. Supercomput., 2014

Hyperspectral Image Segmentation Using a New Spectral Unmixing-Based Binary Partition Tree Representation.
IEEE Trans. Image Process., 2014

Remotely Sensed Image Classification Using Sparse Representations of Morphological Attribute Profiles.
IEEE Trans. Geosci. Remote. Sens., 2014

Spectral-Spatial Classification of Hyperspectral Data Using Local and Global Probabilities for Mixed Pixel Characterization.
IEEE Trans. Geosci. Remote. Sens., 2014

MUSIC-CSR: Hyperspectral Unmixing via Multiple Signal Classification and Collaborative Sparse Regression.
IEEE Trans. Geosci. Remote. Sens., 2014

Collaborative Sparse Regression for Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2014

New Postprocessing Methods for Remote Sensing Image Classification: A Systematic Study.
IEEE Trans. Geosci. Remote. Sens., 2014

Real-Time Identification of Hyperspectral Subspaces.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A New Digital Repository for Hyperspectral Imagery With Unmixing-Based Retrieval Functionality Implemented on GPUs.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Assessing the Performance-Energy Balance of Graphics Processors for Spectral Unmixing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Efficient Implementation of Hyperspectral Anomaly Detection Techniques on GPUs and Multicore Processors.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A Dynamic Unmixing Framework for Plant Production System Monitoring.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Weighted-RXD and Linear Filter-Based RXD: Improving Background Statistics Estimation for Anomaly Detection in Hyperspectral Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Automatic Framework for Spectral-Spatial Classification Based on Supervised Feature Extraction and Morphological Attribute Profiles.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A New Hybrid Strategy Combining Semisupervised Classification and Unmixing of Hyperspectral Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Hyperspectral Unmixing on Multicore DSPs: Trading Off Performance for Energy.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Multi-GPU Implementation of the Minimum Volume Simplex Analysis Algorithm for Hyperspectral Unmixing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A Novel Semi-Supervised Method for Obtaining Finer Resolution Urban Extents Exploiting Coarser Resolution Maps.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Multiple Morphological Profiles From Multicomponent-Base Images for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

A Signal Processing Perspective on Hyperspectral Unmixing: Insights from Remote Sensing.
IEEE Signal Process. Mag., 2014

Real-Time Implementation of the Pixel Purity Index Algorithm for Endmember Identification on GPUs.
IEEE Geosci. Remote. Sens. Lett., 2014

Parallel Hyperspectral Unmixing on GPUs.
IEEE Geosci. Remote. Sens. Lett., 2014

A Subspace-Based Multinomial Logistic Regression for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2014

Spectral-Spatial Classification of Multispectral Images Using Kernel Feature Space Representation.
IEEE Geosci. Remote. Sens. Lett., 2014

Special issue on algorithms and architectures for real-time multi-dimensional image processing.
J. Real Time Image Process., 2014

Fast determination of the number of endmembers for real-time hyperspectral unmixing on GPUs.
J. Real Time Image Process., 2014

A new extended linear mixing model to address spectral variability.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Integrating multiple nonlinear estimators into hyperspectral unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Spectrometer-driven spectral partitioning for hyperspectral image classification.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

On the use of collaborative sparse regression in hyperspectral unmixing chains.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Binary partition tree-based local spectral unmixing.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Spectral partitioning for hyperspectral remote sensing image classification.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

A new framework for hyperspectral image classification using multiple spectral and spatial features.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Robust minimum volume simplex analysis for hyperspectral unmixing.
Proceedings of the 22nd European Signal Processing Conference, 2014

2013
Editorial.
IEEE Trans. Geosci. Remote. Sens., 2013

Generalized Composite Kernel Framework for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2013

Semisupervised Self-Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2013

Spectral-Spatial Classification of Hyperspectral Data Using Loopy Belief Propagation and Active Learning.
IEEE Trans. Geosci. Remote. Sens., 2013

Analysis and Optimizations of Global and Local Versions of the RX Algorithm for Anomaly Detection in Hyperspectral Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

A Web-Based System for Classification of Remote Sensing Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

Cloud Implementation of a Full Hyperspectral Unmixing Chain Within the NASA Web Coverage Processing Service for EO-1.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

Hyperspectral Unmixing on GPUs and Multi-Core Processors: A Comparison.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

The Promise of Reconfigurable Computing for Hyperspectral Imaging Onboard Systems: A Review and Trends.
Proc. IEEE, 2013

A New Preprocessing Technique for Fast Hyperspectral Endmember Extraction.
IEEE Geosci. Remote. Sens. Lett., 2013

GPU Implementation of an Automatic Target Detection and Classification Algorithm for Hyperspectral Image Analysis.
IEEE Geosci. Remote. Sens. Lett., 2013

Real-Time Implementation of the Vertex Component Analysis Algorithm on GPUs.
IEEE Geosci. Remote. Sens. Lett., 2013

Semisupervised Hyperspectral Image Classification Using Soft Sparse Multinomial Logistic Regression.
IEEE Geosci. Remote. Sens. Lett., 2013

On the minimum volume simplex enclosure problem for estimating a linear mixing model.
J. Glob. Optim., 2013

Use of FPGA or GPU-based architectures for remotely sensed hyperspectral image processing.
Integr., 2013

Performance versus energy consumption of hyperspectral unmixing algorithms on multi-core platforms.
EURASIP J. Adv. Signal Process., 2013

Decision fusion based on extended multi-attribute profiles for hyperspectral image classification.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Validation of spectral unmixing methods using photometry and topography information.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Plant production system monitoring via multiple signal classification and sparse regression.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

Spectral unmixing-based post-processing for hyperspectral image classification.
Proceedings of the 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2013

A New Digital Repository for Remotely Sensed Hyperspectral Imagery on GPUs.
Proceedings of the 15th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2013

A comparison study between windowing and binary partition trees for hyperspectral image information mining.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Spectral-spatial classification for hyperspectral data using SVM and subspace MLR.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Improved signal unmixing of vegetation using sparse group selection.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Parallel sparse unmixing of hyperspectral data.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Hyperspectral image segmentation using a new spectral mixture-based binary partition tree representation.
Proceedings of the IEEE International Conference on Image Processing, 2013

2012
Spectral-Spatial Hyperspectral Image Segmentation Using Subspace Multinomial Logistic Regression and Markov Random Fields.
IEEE Trans. Geosci. Remote. Sens., 2012

Total Variation Spatial Regularization for Sparse Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2012

A New Minimum-Volume Enclosing Algorithm for Endmember Identification and Abundance Estimation in Hyperspectral Data.
IEEE Trans. Geosci. Remote. Sens., 2012

FPGA Implementation of the N-FINDR Algorithm for Remotely Sensed Hyperspectral Image Analysis.
IEEE Trans. Geosci. Remote. Sens., 2012

Automated Extraction of Image-Based Endmember Bundles for Improved Spectral Unmixing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Foreword to the Special Issue on Hyperspectral Image and Signal Processing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Spatial-Spectral Preprocessing Prior to Endmember Identification and Unmixing of Remotely Sensed Hyperspectral Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

FPGA Implementation of Abundance Estimation for Spectral Unmixing of Hyperspectral Data Using the Image Space Reconstruction Algorithm.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

A Quantitative and Comparative Assessment of Unmixing-Based Feature Extraction Techniques for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

On Endmember Identification in Hyperspectral Images Without Pure Pixels: A Comparison of Algorithms.
J. Math. Imaging Vis., 2012

A new parallel tool for classification of remotely sensed imagery.
Comput. Geosci., 2012

Nonnegative matrix factorization with collaborativity for hyperspectral unmixing.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Semi-supervised discriminative random field for hyperspectral image classification.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Dictionary pruning in sparse unmixing of hyperspectral data.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

A new semi-supervised approach for hyperspectral image classification with different active learning strategies.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Vertex component analysis GPU-based implementation for hyperspectral unmixing.
Proceedings of the 4th Workshop on Hyperspectral Image and Signal Processing, 2012

Semi-supervised classification of hyperspectral data using spectral unmixing concepts.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012

Real-time lossy compression of hyperspectral images using iterative error analysis on graphics processing units.
Proceedings of the Real-Time Image and Video Processing 2012, 2012

Spectral characterisation of land surface composition to determine soil erosion within semiarid rainfed cultivated areas.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Parallel hyperspectral image compression using iterative error analysis on graphics processing units.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hyperspectral coded aperture (HYCA): A new technique for hyperspectral compressive sensing.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

HyperMix: A new tool for quantitative evaluation of end member identification and spectral unmixing techniques.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Collaborative sparse unmixing of hyperspectral data.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Hyperspectral band selection using a collaborative sparse model.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Semi-supervised active learning for urban hyperspectral image classification.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Parallel implementation of a hyperspectral unmixing chain: Graphic processing units versus multi-core processors.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Parallel implementation of vertex component analysis for hyperspectral endmember extraction.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Collaborative nonnegative matrix factorization for remotely sensed hyperspectral unmixing.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

A New Multiple Classifier System for Semi-supervised Analysis of Hyperspectral Images.
Proceedings of the ICPRAM 2012, 2012

2011
Fast anomaly detection in hyperspectral images with RX method on heterogeneous clusters.
J. Supercomput., 2011

Automatic tuning of iterative computation on heterogeneous multiprocessors with ADITHE.
J. Supercomput., 2011

Foreword to the Special Issue on Spectral Unmixing of Remotely Sensed Data.
IEEE Trans. Geosci. Remote. Sens., 2011

Hyperspectral Image Segmentation Using a New Bayesian Approach With Active Learning.
IEEE Trans. Geosci. Remote. Sens., 2011

Sparse Unmixing of Hyperspectral Data.
IEEE Trans. Geosci. Remote. Sens., 2011

High Performance Computing for Hyperspectral Remote Sensing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2011

Foreword to the Special Issue on High Performance Computing in Earth Observation and Remote Sensing.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2011

Recent Developments in High Performance Computing for Remote Sensing: A Review.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2011

Parallel Hyperspectral Image and Signal Processing [Applications Corner].
IEEE Signal Process. Mag., 2011

Real-Time Endmember Extraction on Multicore Processors.
IEEE Geosci. Remote. Sens. Lett., 2011

Region-Based Spatial Preprocessing for Endmember Extraction and Spectral Unmixing.
IEEE Geosci. Remote. Sens. Lett., 2011

On the Impact of Lossy Compression on Hyperspectral Image Classification and Unmixing.
IEEE Geosci. Remote. Sens. Lett., 2011

Unmixing Prior to Supervised Classification of Remotely Sensed Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2011

Parallel unmixing of remotely sensed hyperspectral images on commodity graphics processing units.
Concurr. Comput. Pract. Exp., 2011

A new semi-supervised algorithm for hyperspectral image classification based on spectral unmixing concepts.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

On the incorporation of spatial information to endmember identification algorithms without the pure pixel assumption.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Semi-supervised hyperspectral image classification using a new (soft) sparse multinomial logistic regression model.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Total variation regulatization in sparse hyperspectral unmixing.
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

A comparative assessment of several processing chains for hyperspectral image classification: What features to use?
Proceedings of the 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011

Unmixing prior to supervised classification of urban hyperspectral images.
Proceedings of the Joint Urban Remote Sensing Event, 2011

Real-time spectral unmixing using iterative error analysis on commodity graphics processing units.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Noise-robust spatial preprocessing prior to endmember extraction from hyperspectral data.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

A new subspace discriminant analysis approach for supervised hyperspectral image classification.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Hyperspectral unmixingwith sparse group lasso.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Urban area product simulation for the EnMap hyperspectral sensor.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

An overview on hyperspectral unmixing: Geometrical, statistical, and sparse regression based approaches.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Commodity Cluster-Based Parallel Implementation of an Automatic Target Generation Process for Hyperspectral Image Analysis.
Proceedings of the 17th IEEE International Conference on Parallel and Distributed Systems, 2011

FPGA Design of an Automatic Target Generation Process for Hyperspectral Image Analysis.
Proceedings of the 17th IEEE International Conference on Parallel and Distributed Systems, 2011

2010
Improving the Performance of Hyperspectral Image and Signal Processing Algorithms Using Parallel, Distributed and Specialized Hardware-Based Systems.
J. Signal Process. Syst., 2010

Semisupervised Hyperspectral Image Segmentation Using Multinomial Logistic Regression With Active Learning.
IEEE Trans. Geosci. Remote. Sens., 2010

Spectral Mixture Analysis of Hyperspectral Scenes Using Intelligently Selected Training Samples.
IEEE Geosci. Remote. Sens. Lett., 2010

Improving the scalability of hyperspectral imaging applications on heterogeneous platforms using adaptive run-time data compression.
Comput. Geosci., 2010

Clusters versus GPUs for Parallel Target and Anomaly Detection in Hyperspectral Images.
EURASIP J. Adv. Signal Process., 2010

FPGA Implementation of the Pixel Purity Index Algorithm for Remotely Sensed Hyperspectral Image Analysis.
EURASIP J. Adv. Signal Process., 2010

Parallel heterogeneous CBIR system for efficient hyperspectral image retrieval using spectral mixture analysis.
Concurr. Comput. Pract. Exp., 2010

Spectral-textural endmember extraction.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Automatic selection of informative samples for SVM-based classification of hyperspectral data using limited training sets.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Survey of geometric and statistical unmixing algorithms for hyperspectral images.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Spatial-spectral preprocessing for volume-based endmember extraction algorithms using unsupervised clustering.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Exploiting spatial information in semi-supervised hyperspectral image segmentation.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

On the use of spectral libraries to perform sparse unmixing of hyperspectral data.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Supervised hyperspectral image segmentation using active learning.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010

Near real-time endmember extraction from remotely sensed hyperspectral data using NVidia GPUs.
Proceedings of the Real-Time Image and Video Processing 2010, 2010

Spatial-spectral endmember extraction from remotely sensed hyperspectral images using the watershed transformation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Parallel implementation of the N-FINDR endmember extraction algorithm on commodity graphics processing units.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Spatial preprocessing for endmember extraction using unsupervised clustering and orthogonal subspace projection concepts.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Recent developments in sparse hyperspectral unmixing.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Minimum volume simplicial enclosure for spectral unmixing of remotely sensed hyperspectral data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Impact of Vector Ordering Strategies on Morphological Unmixing of Remotely Sensed Hyperspectral Images.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

FPGA for Computing the Pixel Purity Index Algorithm on Hyperspectral Images.
Proceedings of the 2010 International Conference on Engineering of Reconfigurable Systems & Algorithms, 2010

Cluster versus GPU implementation of an Orthogonal Target Detection Algorithm for Remotely Sensed Hyperspectral Images.
Proceedings of the 2010 IEEE International Conference on Cluster Computing, 2010

2009
Parallel Implementations of SVM for Earth Observation.
Proceedings of the Parallel Programming, Models and Applications in Grid and P2P Systems., 2009

Spatial Preprocessing for Endmember Extraction.
IEEE Trans. Geosci. Remote. Sens., 2009

Multi-Channel Morphological Profiles for Classification of Hyperspectral Images Using Support Vector Machines.
Sensors, 2009

Comparison Between Fractional Vegetation Cover Retrievals from Vegetation Indices and Spectral Mixture Analysis: Case Study of PROBA/CHRIS Data Over an Agricultural Area.
Sensors, 2009

On the use of small training sets for neural network-based characterization of mixed pixels in remotely sensed hyperspectral images.
Pattern Recognit., 2009

A Quantitative and Comparative Analysis of Different Implementations of N-FINDR: A Fast Endmember Extraction Algorithm.
IEEE Geosci. Remote. Sens. Lett., 2009

Special issue on architectures and techniques for real-time processing of remotely sensed images.
J. Real Time Image Process., 2009

Efficient implementation of morphological opening and closing by reconstruction on multi-core parallel systems.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

On the incorporation of spatial information to endmember extraction: Survey and algorithm comparison.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Semi-supervised hyperspectral image segmentation.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

Parallel Implementation of Endmember Extraction Algorithms using NVidia Graphical Processing Units.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Improving the Scalability of Parallel Algorithms for Hyperspectral Image Analysis using Adaptive Message Compression.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Recent Activities in the Hyperspectral Imaging Network (HYPER-I-NET): A European Consortium Fostering Imaging Spectroscopy Research.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

High Performance Computing for Hyperspectral Image Analysis: Perspective and State-of-the-art.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Analysis of Different Strategies for Incorporating Spatial Information in the Design of Endmember Extraction Algorithms from Hyperspectral Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Semi-supervised Hyperspectral Image Classification based on a Markov Random Field and Sparse Multinomial Logistic Regression.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Unmixing Sparse Hyperspectral Mixtures.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Endmember Extraction from Hyperspectral Imagery using a Parallel Ensemble Approach with Consensus Analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Spatial-spectral endmember extraction from hyperspectral imagery using multi-band morphology and volume optimization.
Proceedings of the International Conference on Image Processing, 2009

2008
Land Surface Emissivity Retrieval From Different VNIR and TIR Sensors.
IEEE Trans. Geosci. Remote. Sens., 2008

An experimental comparison of parallel algorithms for hyperspectral analysis using heterogeneous and homogeneous networks of workstations.
Parallel Comput., 2008

Parallel techniques for information extraction from hyperspectral imagery using heterogeneous networks of workstations.
J. Parallel Distributed Comput., 2008

Parallel Processing of Remotely Sensed Hyperspectral Images On Heterogeneous Networks of Workstations Using HeteroMPI.
Int. J. High Perform. Comput. Appl., 2008

Clusters Versus FPGA for Parallel Processing of Hyperspectral Imagery.
Int. J. High Perform. Comput. Appl., 2008

Preface.
Int. J. High Perform. Comput. Appl., 2008

Parallel processing of remotely sensed hyperspectral imagery: full-pixel versus mixed-pixel classification.
Concurr. Comput. Pract. Exp., 2008

Parallel morphological/neural processing of hyperspectral images using heterogeneous and homogeneous platforms.
Clust. Comput., 2008

Efficient Collective Communication Paradigms for Hyperspectral Imaging Algorithms Using HeteroMPI.
Proceedings of the Recent Advances in Parallel Virtual Machine and Message Passing Interface, 2008

Parallel Morphological Classification of Hyperspectral Imagery Using Extended Opening and Closing by Reconstruction Operations.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Parallel Implementation of Target and Anomaly Detection Algorithms for Hyperspectral Imagery.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Towards the Definition of a Flexible Hyperspectral Processing Chain: Preliminary Case Study Using High-Resolution Urban Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

2007
Impact of platform heterogeneity on the design of parallel algorithms for morphological processing of high-dimensional image data.
J. Supercomput., 2007

Parallel Morphological Endmember Extraction Using Commodity Graphics Hardware.
IEEE Geosci. Remote. Sens. Lett., 2007

Parallel Processing of High-Dimensional Remote Sensing Images Using Cluster Computer Architectures.
Int. J. Comput. Their Appl., 2007

Parallel CBIR System for Efficient Hyperspectral Image Retrieval from Heterogeneous Networks of Workstations.
Proceedings of the Ninth International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2007

Cluster-Based Implementation of a Morphological Watershed Algorithm for Parallel Classification of Multichannel Images.
Proceedings of the Ninth International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2007

Parallel Detection of Targets in Hyperspectral Images Using Heterogeneous Networks of Workstations.
Proceedings of the 15th Euromicro International Conference on Parallel, 2007

Joint linear/nonlinear spectral unmixing of hyperspectral image data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007


Morphological feature extraction for automatic registration of multispectral images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

European perspectives in hyperspectral data analysis.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Towards Real-Time Compression of Hyperspectral Images Using Virtex-II FPGAs.
Proceedings of the Euro-Par 2007, 2007

Topic 9 Parallel and Distributed Programming.
Proceedings of the Euro-Par 2007, 2007

2006
Impact of Initialization on Design of Endmember Extraction Algorithms.
IEEE Trans. Geosci. Remote. Sens., 2006

Parallel implementation of endmember extraction algorithms from hyperspectral data.
IEEE Geosci. Remote. Sens. Lett., 2006

A fast iterative algorithm for implementation of pixel purity index.
IEEE Geosci. Remote. Sens. Lett., 2006

Commodity cluster-based parallel processing of hyperspectral imagery.
J. Parallel Distributed Comput., 2006

Design and Implementation of a Parallel Heterogeneous Algorithm for Hyperspectral Image Analysis Using HeteroMPI.
Proceedings of the 5th International Symposium on Parallel and Distributed Computing (ISPDC 2006), 2006

High-performance computing in remotely sensed hyperspectral imaging: the Pixel Purity Index algorithm as a case study.
Proceedings of the 20th International Parallel and Distributed Processing Symposium (IPDPS 2006), 2006

Parallel morphological processing of hyperspectral image data on heterogeneous networks of computers.
Proceedings of the 20th International Parallel and Distributed Processing Symposium (IPDPS 2006), 2006


Parallel Implementation of Hyperspectral Image Processing Algorithms.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Advanced Processing of Hyperspectral Images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

Parallel Hyperspectral Image Processing on Commodity Graphics Hardware.
Proceedings of the 2006 International Conference on Parallel Processing Workshops (ICPP Workshops 2006), 2006

Distributed Computing for Efficient Hyperspectral Imaging Using Fully Heterogeneous Networks of Workstations.
Proceedings of the 26th IEEE International Conference on Distributed Computing Systems (ICDCS 2006), 2006

FPGA-Based Hyperspectral Data Compression Using Spectral Unmixing and the Pixel Purity Index Algorithm.
Proceedings of the Computational Science, 2006

AMEEPAR: Parallel Morphological Algorithm for Hyperspectral Image Classification on Heterogeneous Networks of Workstations.
Proceedings of the Computational Science, 2006

Parallel Morphological/Neural Classification of Remote Sensing Images Using Fully Heterogeneous and Homogeneous Commodity Clusters.
Proceedings of the 2006 IEEE International Conference on Cluster Computing, 2006

Heterogeneous Parallel Computing in Remote Sensing Applications: Current Trends and Future Perspectives.
Proceedings of the 2006 IEEE International Conference on Cluster Computing, 2006

Spectral/Spatial Hyperspectral Image Compression.
Proceedings of the Hyperspectral Data Compression, 2006

2005
Dimensionality reduction and classification of hyperspectral image data using sequences of extended morphological transformations.
IEEE Trans. Geosci. Remote. Sens., 2005

Parallel Endmember Extraction Techniques Applied to a Self-Organizing Neural Network for Hyperspectral Image Classification.
Proceedings of the Parallel Computing: Current & Future Issues of High-End Computing, 2005

On the Use of Cluster Computing Architectures for Implementation of Hyperspectral Image Analysis Algorithms.
Proceedings of the 10th IEEE Symposium on Computers and Communications (ISCC 2005), 2005

Efficient information extraction from hyperspectral imagery using networks of workstations.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

Automated generation of semi-labeled training samples for nonlinear neural network-based abundance estimation in hyperspectral data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

2004
A quantitative and comparative analysis of endmember extraction algorithms from hyperspectral data.
IEEE Trans. Geosci. Remote. Sens., 2004

A new approach to mixed pixel classification of hyperspectral imagery based on extended morphological profiles.
Pattern Recognit., 2004

2003
Corrigendum to "Recognizing marbling in dry-cured Iberian ham by multiscale analysis" [Pattern Recognition Letters 23 (2002) 1311-1321].
Pattern Recognit. Lett., 2003

2002
Spatial/spectral endmember extraction by multidimensional morphological operations.
IEEE Trans. Geosci. Remote. Sens., 2002

2001
Self-Organizing Map for Hyperspectral Image Analysis.
Proceedings of the Bio-inspired Applications of Connectionism, 2001


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