Dimensionality Reduction of Hyperspectral Image Based on Local Constrained Manifold Structure Collaborative Preserving Embedding

Partitioned Relief-F Method for Dimensionality Reduction of Hyperspectral Images

(2020) Jiansi Ren et al.   Remote Sensing

Global context based automatic road segmentation via dilated convolutional neural network

(2020) Meng Lan et al.   INFORMATION SCIENCES

Multi-Feature Manifold Discriminant Analysis for Hyperspectral Image Classification

(2019) Hong Huang et al.   Remote Sensing

Three-dimensional densely connected convolutional network for hyperspectral remote sensing image classification

(2019) Chunju Zhang et al.   Journal of Applied Remote Sensing

A Spectral Unmixing Method by Maximum Margin Criterion and Derivative Weights to Address Spectral Variability in Hyperspectral Imagery

(2019) Shao et al.   Remote Sensing

Spectral Super-Resolution for Multispectral Image Based on Spectral Improvement Strategy and Spatial Preservation Strategy

(2019) Chen Yi et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Spatial-Spectral Multiple Manifold Discriminant Analysis for Dimensionality Reduction of Hyperspectral Imagery

(2019) Guangyao Shi et al.   Remote Sensing

Hyperspectral image recovery based on fusion of coded aperture snapshot spectral imaging and RGB images by guided filtering

(2019) Chenning Tao et al.   OPTICS COMMUNICATIONS

Unsupervised Dimensionality Reduction for Hyperspectral Imagery via Local Geometric Structure Feature Learning

(2019) Guangyao Shi et al.   IEEE Geoscience and Remote Sensing Letters

Nonlocal Low-Rank Tensor Completion for Visual Data

(2019) Lefei Zhang et al.   IEEE Transactions on Cybernetics

Collaborative representation based local discriminant projection for feature extraction

(2018) Pu Huang et al.   DIGITAL SIGNAL PROCESSING

SuperPCA: A Superpixelwise PCA Approach for Unsupervised Feature Extraction of Hyperspectral Imagery

(2018) Junjun Jiang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

(2018) Lin He et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Super-resolution of hyperspectral image via superpixel-based sparse representation

(2018) Leyuan Fang et al.   NEUROCOMPUTING

Semi-supervised local multi-manifold Isomap by linear embedding for feature extraction

(2018) Yan Zhang et al.   PATTERN RECOGNITION

Discriminant Analysis with Graph Learning for Hyperspectral Image Classification

(2018) Mulin Chen et al.   Remote Sensing

Feature Learning Using Spatial-Spectral Hypergraph Discriminant Analysis for Hyperspectral Image

(2018) Fulin Luo et al.   IEEE Transactions on Cybernetics

Simultaneous Spectral-Spatial Feature Selection and Extraction for Hyperspectral Images

(2018) Lefei Zhang et al.   IEEE Transactions on Cybernetics

Hyperspectral image classification using spectral-spatial LSTMs

(2018) Feng Zhou et al.   NEUROCOMPUTING

GPU Parallel Implementation of Isometric Mapping for Hyperspectral Classification

(2017) Wan Li et al.   IEEE Geoscience and Remote Sensing Letters

Collaborative Discriminative Manifold Embedding for Hyperspectral Imagery

(2017) Meng Lv et al.   IEEE Geoscience and Remote Sensing Letters

Exploring Locally Adaptive Dimensionality Reduction for Hyperspectral Image Classification: A Maximum Margin Metric Learning Aspect

(2017) Yanni Dong et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Hyperspectral Image Classification With Rotation Random Forest Via KPCA

(2017) Junshi Xia et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Dimensionality Reduction and Classification of Hyperspectral Images Using Ensemble Discriminative Local Metric Learning

(2017) Yanni Dong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Sparse and Low-Rank Near-Isometric Linear Embedding Method for Feature Extraction in Hyperspectral Imagery Classification

(2017) Weiwei Sun et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Unsupervised band extraction for hyperspectral images using clustering and kernel principal component analysis

(2017) Aloke Datta et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Fusion of Graph Embedding and Sparse Representation for Feature Extraction and Classification of Hyperspectral Imagery

(2017) Fulin Luo et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Dimensionality Reduction of Hyperspectral Image with Graph-Based Discriminant Analysis Considering Spectral Similarity

(2017) Fubiao Feng et al.   Remote Sensing

Hyperspectral Image Classification Based on Nonlinear Spectral–Spatial Network

(2016) Bin Pan et al.   IEEE Geoscience and Remote Sensing Letters

Gabor Cube Selection Based Multitask Joint Sparse Representation for Hyperspectral Image Classification

(2016) Sen Jia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Sparse and Low-Rank Graph for Discriminant Analysis of Hyperspectral Imagery

(2016) Wei Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Blind spectral unmixing based on sparse component analysis for hyperspectral remote sensing imagery

(2016) Yanfei Zhong et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Dimensionality reduction for hyperspectral image classification based on multiview graphs ensemble

(2016) Puhua Chen et al.   Journal of Applied Remote Sensing

Learning Hierarchical Spectral–Spatial Features for Hyperspectral Image Classification

(2016) Yicong Zhou et al.   IEEE Transactions on Cybernetics

Learning With Hypergraph for Hyperspectral Image Feature Extraction

(2015) Haoliang Yuan et al.   IEEE Geoscience and Remote Sensing Letters

Simultaneous Sparse Graph Embedding for Hyperspectral Image Classification

(2015) Zhaohui Xue et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Spectral–Spatial Classification of Hyperspectral Images With a Superpixel-Based Discriminative Sparse Model

(2015) Leyuan Fang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Collaborative Representation for Hyperspectral Anomaly Detection

(2015) Wei Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Automatic Spatial–Spectral Feature Selection for Hyperspectral Image via Discriminative Sparse Multimodal Learning

(2015) Qian Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Superpixel-Based Graphical Model for Remote Sensing Image Mapping

(2015) Guangyun Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Dimensionality reduction of hyperspectral images based on sparse discriminant manifold embedding

(2015) Hong Huang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Combined sparse and collaborative representation for hyperspectral target detection

(2015) Wei Li et al.   PATTERN RECOGNITION

Collaborative Graph-Based Discriminant Analysis for Hyperspectral Imagery

(2014) Nam Hoai Ly et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A Novel Spatial–Spectral Similarity Measure for Dimensionality Reduction and Classification of Hyperspectral Imagery

(2014) Hanye Pu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Manifold-Based Sparse Representation for Hyperspectral Image Classification

(2014) Yuan Yan Tang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Hyperspectral Image Classification Through Bilayer Graph-Based Learning

(2014) Yue Gao et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Image Set-Based Collaborative Representation for Face Recognition

(2014)   IEEE Transactions on Information Forensics and Security

UL-Isomap based nonlinear dimensionality reduction for hyperspectral imagery classification

(2014) Weiwei Sun et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Semisupervised Dimensionality Reduction of Hyperspectral Images via Local Scaling Cut Criterion

(2013) Xiangrong Zhang et al.   IEEE Geoscience and Remote Sensing Letters

Semisupervised Discriminative Locally Enhanced Alignment for Hyperspectral Image Classification

(2013) Qian Shi et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A modified stochastic neighbor embedding for multi-feature dimension reduction of remote sensing images

(2013) Lefei Zhang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Multimodality image registration using local linear embedding and hybrid entropy

(2013) Qi Li et al.   NEUROCOMPUTING

An SVM Ensemble Approach Combining Spectral, Structural, and Semantic Features for the Classification of High-Resolution Remotely Sensed Imagery

(2012) Xin Huang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Discriminant sparse neighborhood preserving embedding for face recognition

(2012) Jie Gui et al.   PATTERN RECOGNITION

M-Isomap: Orthogonal Constrained Marginal Isomap for Nonlinear Dimensionality Reduction

(2012) Zhao Zhang et al.   IEEE Transactions on Cybernetics

Hyperspectral Image Classification Using Dictionary-Based Sparse Representation

(2011) Yi Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Laplacian Eigenmaps-Based Polarimetric Dimensionality Reduction for SAR Image Classification

(2011) Shang Tan Tu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Locality-Preserving Dimensionality Reduction and Classification for Hyperspectral Image Analysis

(2011) Wei Li et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Discriminative learning by sparse representation for classification

(2011) Fei Zang et al.   NEUROCOMPUTING

A multi-manifold discriminant analysis method for image feature extraction

(2011) Wankou Yang et al.   PATTERN RECOGNITION

Supervised optimal locality preserving projection

(2011) W.K. Wong et al.   PATTERN RECOGNITION