Jun Li

According to our database1, Jun Li authored at least 153 papers between 2008 and 2020.

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Bibliography

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

Hyperspectral Image Spectral-Spatial-Range Gabor Filtering.
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

Improving Spectral-Based Endmember Finding by Exploring Spatial Context for Hyperspectral Unmixing.
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

Subspace-based multitask learning framework for hyperspectral imagery classification.
Multim. Tools Appl., 2020

Edge Gradient-Based Active Learning for Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 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

2019
Unsupervised Feature Extraction in Hyperspectral Images Based on Wasserstein Generative Adversarial Network.
IEEE Trans. Geosci. Remote. Sens., 2019

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

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

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

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

Superpixel Tensor Model for Spatial-Spectral Classification of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens., 2019

Abundance-Indicated Subspace for Hyperspectral Classification With Limited Training Samples.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Superpixel-Based Semisupervised Active Learning for Hyperspectral Image Classification.
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

Superpixel-Guided Layer-Wise Embedding CNN for Remote Sensing Image Classification.
Remote. Sens., 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

Naive Gabor Networks.
CoRR, 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

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

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

Multiview Intensity-Based Active Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

Feature-Driven Active Learning for Hyperspectral Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

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

A Two-Phase Multiobjective Sparse Unmixing Approach for Hyperspectral Data.
IEEE Trans. Geosci. Remote. Sens., 2018

Kernel Low-Rank Multitask Learning in Variational Mode Decomposition Domain for Multi-/Hyperspectral Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

Recent Advances on Spectral-Spatial Hyperspectral Image Classification: An Overview and New Guidelines.
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

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

Lunar Crater Detection Based on Terrain Analysis and Mathematical Morphology Methods Using Digital Elevation Models.
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

Multispectral Bathymetry via Linear Unmixing of the Benthic Reflectance.
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

3D-Gabor Inspired Multiview Active Learning for Spectral-Spatial Hyperspectral Image Classification.
Remote. Sens., 2018

Identifying Mangrove Species Using Field Close-Range Snapshot Hyperspectral Imaging and Machine-Learning Techniques.
Remote. Sens., 2018

Stacked Nonnegative Sparse Autoencoders for Robust Hyperspectral Unmixing.
IEEE Geosci. Remote. Sens. Lett., 2018

Combining Contextual Information for Subspace Based Hyperspectral Image Classification.
Proceedings of the 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2018

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

A Subpixel Spatial-Spectral Feature Mining for Hyperspectral Image Classification.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017
Robust Minimum Volume Simplex Analysis for Hyperspectral Unmixing.
IEEE Trans. Geosci. Remote. Sens., 2017

Sparse Graph Regularization for Hyperspectral Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2017

Hyperspectral Anomaly Detection With Attribute and Edge-Preserving Filters.
IEEE Trans. Geosci. Remote. Sens., 2017

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

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

Three-dimensional empirical mode decomposition (TEMD): A fast approach motivated by separable filters.
Signal Process., 2017

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

Social Media: New Perspectives to Improve Remote Sensing for Emergency Response.
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

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

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

Remote sensing image classification based on convolutional neural networks with two-fold sparse regularization.
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

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

Fast Three-Dimensional Empirical Mode Decomposition of Hyperspectral Images for Class-Oriented Multitask Learning.
IEEE Trans. Geosci. 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

One-Class Classification of Remote Sensing Images Using Kernel Sparse Representation.
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

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

Spectral-Spatial Hyperspectral Image Classification Using Subspace-Based Support Vector Machines and Adaptive Markov Random Fields.
Remote. Sens., 2016

Tensor Block-Sparsity Based Representation for Spectral-Spatial Hyperspectral Image Classification.
Remote. Sens., 2016

Improved hyperspectral image classification by active learning using pre-designed mixed pixels.
Pattern Recognit., 2016

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

A Novel MRF-Based Multifeature Fusion for Classification of Remote Sensing Images.
IEEE Geosci. Remote. Sens. Lett., 2016

Sparse hyperspectral unmixing with spatial discontinuity preservation.
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

Improved discrete swarm intelligence algorithms for endmember extraction in hyperspectral remote sensing image.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

Spectral-spatial classification based on subspace support vector machine and Markov random field.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 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

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

Gabor-based active learning for hyperspectral image classification.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

Multi-way projections-based reconstruction for hyperspectral image denoising.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
Spectral-Spatial Classification of Hyperspectral Data via Morphological Component Analysis-Based Image Separation.
IEEE Trans. Geosci. Remote. Sens., 2015

Simultaneous Sparse Graph Embedding for Hyperspectral Image Classification.
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

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

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

Classification of Several Optically Complex Waters in China Using <i>in Situ</i> Remote Sensing Reflectance.
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

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

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

Remote sensing image classification based on multiple morphological component analysis.
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

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

E<sup>2</sup>LMs : Ensemble Extreme Learning Machines for Hyperspectral Image Classification.
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

A New Hybrid Strategy Combining Semisupervised Classification and Unmixing of Hyperspectral Data.
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

Analysis of the Proportion of Surface Reflected Radiance in Mid-Infrared Absorption Bands.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

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

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
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

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

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

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

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

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

Semi-supervised active learning for urban hyperspectral image classification.
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
Hyperspectral Image Segmentation Using a New Bayesian Approach With Active Learning.
IEEE Trans. Geosci. Remote. Sens., 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

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

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

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

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

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

2008
Minimum Volume Simplex Analysis: A Fast Algorithm to Unmix Hyperspectral Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008


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