PCA-based Feature Reduction for Hyperspectral Remote Sensing Image Classification

Quaternion-Based Multiscale Analysis for Feature Extraction of Hyperspectral Images

(2019) Huizhen Li et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Effective feature extraction through segmentation-based folded-PCA for hyperspectral image classification

(2019) Md. Palash Uddin et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Hyperspectral Imagery Semantic Interpretation Based on Adaptive Constrained Band Selection and Knowledge Extraction Techniques

(2018) Akrem Sellami et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

3-D Shearlet Transform Based Feature Extraction for Improved Joint Sparse Representation HSI Classification

(2018) Mariem Zaouali et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Morphology Based Structure Preserving Projection for Spectral-Spatial Feature Extraction and Classification of Hyperspectral Data

(2018) Maryam Imani et al.   IET Image Processing

Feature Extraction With Multiscale Covariance Maps for Hyperspectral Image Classification

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

Development of Spectral Indexes in Hyperspectral Imagery for Land Cover Assessment

(2018) Divyesh M. Varade et al.   IETE TECHNICAL REVIEW

Supervised Feature Extraction of Hyperspectral Images Using Partitioned Maximum Margin Criterion

(2017) Aloke Datta et al.   IEEE Geoscience and Remote Sensing Letters

PCA-Based Edge-Preserving Features for Hyperspectral Image Classification

(2017) Xudong Kang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Spectrally Weighted Structure Tensor for Hyperspectral Imagery

(2016) Maider J. Marin-McGee et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Semi-realistic Simulations of Natural Hyperspectral Scenes

(2016) Zhipeng Hao et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

One-Class Oriented Feature Selection and Classification of Heterogeneous Remote Sensing Images

(2016) Md. Ali Hossain et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Spectral–Spatial Feature Extraction for Hyperspectral Image Classification: A Dimension Reduction and Deep Learning Approach

(2016) Wenzhi Zhao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks

(2016) Yushi Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

When Pixels Team up: Spatially Weighted Sparse Coding for Hyperspectral Image Classification

(2015) Ali Soltani-Farani et al.   IEEE Geoscience and Remote Sensing Letters

Feature Selection Based on Hybridization of Genetic Algorithm and Particle Swarm Optimization

(2015) Pedram Ghamisi et al.   IEEE Geoscience and Remote Sensing Letters

A Novel Evolutionary Swarm Fuzzy Clustering Approach for Hyperspectral Imagery

(2015) Pedram Ghamisi et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Spectral–Spatial Classification of Hyperspectral Data Based on Deep Belief Network

(2015) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Intrinsic Image Decomposition for Feature Extraction of Hyperspectral Images

(2015) Xudong Kang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Gabor-Filtering-Based Nearest Regularized Subspace for Hyperspectral Image Classification

(2014) Wei Li et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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

(2014) Inmaculada Dopido et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Deep Learning-Based Classification of Hyperspectral Data

(2014) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Novel Folded-PCA for improved feature extraction and data reduction with hyperspectral imaging and SAR in remote sensing

(2014) Jaime Zabalza et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A Review of Remote Sensing Image Classification Techniques: the Role of Spatio-contextual Information

(2014) Miao Li et al.   European Journal of Remote Sensing

Data-Driven Compressive Sampling and Learning Sparse Coding for Hyperspectral Image Classification

(2013) Shuyuan Yang et al.   IEEE Geoscience and Remote Sensing Letters

Subspace Detection Using a Mutual Information Measure for Hyperspectral Image Classification

(2013) Md. Ali Hossain et al.   IEEE Geoscience and Remote Sensing Letters

Feature Extraction of Hyperspectral Images With Image Fusion and Recursive Filtering

(2013) Xudong Kang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Feature Mining for Hyperspectral Image Classification

(2013) Xiuping Jia et al.   PROCEEDINGS OF THE IEEE

Particle Swarm Optimization-Based Hyperspectral Dimensionality Reduction for Urban Land Cover Classification

(2012) He Yang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A Quantitative and Comparative Assessment of Unmixing-Based Feature Extraction Techniques for Hyperspectral Image Classification

(2012) Inmaculada Dopido et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Neighborhood Preserving Orthogonal PNMF Feature Extraction for Hyperspectral Image Classification

(2012) Jinhuan Wen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Kernel Entropy Component Analysis for Remote Sensing Image Clustering

(2011) Luis Gomez-Chova et al.   IEEE Geoscience and Remote Sensing Letters

Group and Region Based Parallel Compression Method Using Signal Subspace Projection and Band Clustering for Hyperspectral Imagery

(2011) Lena Chang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Fast Algorithms to Implement N-FINDR for Hyperspectral Endmember Extraction

(2011) Wei Xiong et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

On the Convergence of N-FINDR and Related Algorithms: To Iterate or Not to Iterate?

(2010) Shaun Dowl et al.   IEEE Geoscience and Remote Sensing Letters

Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data

(2010) Björn Waske et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Dynamic Subspace Method for Hyperspectral Image Classification

(2010) Jinn-Min Yang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Feature Selection for Classification of Hyperspectral Data by SVM

(2010) Mahesh Pal et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Kernel Entropy Component Analysis

(2009) R. Jenssen   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE