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2003.02822
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Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox)
IEEE Geoscience and Remote Sensing Magazine (IEEE GRSM), 2020
5 March 2020
Behnood Rasti
Danfeng Hong
Renlong Hang
Pedram Ghamisi
Xudong Kang
Jocelyn Chanussot
J. Benediktsson
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Papers citing
"Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox)"
39 / 39 papers shown
SWAN: Self-supervised Wavelet Neural Network for Hyperspectral Image Unmixing
Yassh Ramchandani
Vijayashekhar S S
Jignesh S. Bhatt
129
0
0
26 Oct 2025
Dimensionality Reduction for Remote Sensing Data Analysis: A Systematic Review of Methods and Applications
Nathan Mankovich
Kai-Hendrik Cohrs
Homer Durand
Vasileios Sitokonstantinou
T. Williams
Gustau Camps-Valls
171
0
0
21 Oct 2025
Explainability-Driven Dimensionality Reduction for Hyperspectral Imaging
S. Haidar
José Oramas
215
0
0
02 Sep 2025
Probabilistic Emissivity Retrieval from Hyperspectral Data via Physics-Guided Variational Inference
Joshua R. Tempelman
Kevin Mitchell
Adam J. Wachtor
Eric B. Flynn
137
0
0
05 Aug 2025
SDS-Net: Shallow-Deep Synergism-detection Network for infrared small target detection
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2025
Taoran Yue
Xiaojin Lu
Jiaxi Cai
Yuanping Chen
Shibing Chu
225
11
0
06 Jun 2025
Spatial-Spectral Diffusion Contrastive Representation Network for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2025
Yimin Zhu
Linlin Xu
DiffM
450
3
0
27 Feb 2025
LUM-ViT: Learnable Under-sampling Mask Vision Transformer for Bandwidth Limited Optical Signal Acquisition
Lingfeng Liu
Dong Ni
Hangjie Yuan
ViT
252
0
0
03 Mar 2024
Image Processing and Machine Learning for Hyperspectral Unmixing: An Overview and the HySUPP Python Package
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Behnood Rasti
Alexandre Zouaoui
Julien Mairal
Jocelyn Chanussot
OCL
301
46
0
18 Aug 2023
SpectralDiff: A Generative Framework for Hyperspectral Image Classification with Diffusion Models
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Ning Chen
Jun Yue
Leyuan Fang
Shaobo Xia
DiffM
263
98
0
12 Apr 2023
Training Methods of Multi-label Prediction Classifiers for Hyperspectral Remote Sensing Images
Remote Sensing (RS), 2023
S. Haidar
José Oramas
212
4
0
17 Jan 2023
Hyperspectral Remote Sensing Benchmark Database for Oil Spill Detection with an Isolation Forest-Guided Unsupervised Detector
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
Puhong Duan
Xudong Kang
Pedram Ghamisi
235
100
0
28 Sep 2022
Semantic Interleaving Global Channel Attention for Multilabel Remote Sensing Image Classification
International Journal of Remote Sensing (IJRS), 2022
Yongkun Liu
Kesong Ni
Yu-he Zhang
Lijian Zhou
Kun Zhao
192
14
0
04 Aug 2022
Deep Learning in Multimodal Remote Sensing Data Fusion: A Comprehensive Review
International Journal of Applied Earth Observation and Geoinformation (JAEOG), 2022
Jiaxin Li
Danfeng Hong
Lianru Gao
Jing Yao
Ke-xin Zheng
Bing Zhang
Jocelyn Chanussot
281
599
0
03 May 2022
Optical Remote Sensing Image Understanding with Weak Supervision: Concepts, Methods, and Perspectives
IEEE Geoscience and Remote Sensing Magazine (GRSM), 2022
Jun Yue
Leyuan Fang
Pedram Ghamisi
Weiying Xie
Jun Li
Jocelyn Chanussot
Antonio J. Plaza
207
57
0
18 Apr 2022
Deep Hyperspectral Unmixing using Transformer Network
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022
Preetam Ghosh
Swalpa Kumar Roy
Bikram Koirala
Behnood Rasti
P. Scheunders
ViT
324
145
0
31 Mar 2022
Attention Mechanism Meets with Hybrid Dense Network for Hyperspectral Image Classification
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2022
Muhammad Ahmad
A. Khan
Manuel Mazzara
Salvatore Distefano
Swalpa Kumar Roy
Xin Wu
302
24
0
04 Jan 2022
Shallow Network Based on Depthwise Over-Parameterized Convolution for Hyperspectral Image Classification
Hongmin Gao
Zhonghao Chen
Chenming Li
183
8
0
01 Dec 2021
Deep Learning for UAV-based Object Detection and Tracking: A Survey
IEEE Geoscience and Remote Sensing Magazine (GRSM), 2021
Chao Xu
Wei Li
Danfeng Hong
R. Tao
Yong Liu
311
268
0
25 Oct 2021
MSHCNet: Multi-Stream Hybridized Convolutional Networks with Mixed Statistics in Euclidean/Non-Euclidean Spaces and Its Application to Hyperspectral Image Classification
Shuang He
Haitong Tang
Xia Lu
Hongjie Yan
Ni-zhuan Wang
153
2
0
07 Oct 2021
Geographical Knowledge-driven Representation Learning for Remote Sensing Images
Wenyuan Li
Keyan Chen
Hao Chen
Zhenwei Shi
SSL
301
90
0
12 Jul 2021
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers
Danfeng Hong
Zhu Han
Jing Yao
Lianru Gao
Bing Zhang
Antonio J. Plaza
Jocelyn Chanussot
ViT
358
1,265
0
07 Jul 2021
Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model
Isprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2021
Danfeng Hong
Jingliang Hu
Jing Yao
Jocelyn Chanussot
Xiaoxiang Zhu
182
274
0
21 May 2021
Spatial-Spectral Clustering with Anchor Graph for Hyperspectral Image
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021
Qi. Wang
Yanling Miao
Mulin. Chen
Yuan. Yuan
183
21
0
24 Apr 2021
The Effects of Spectral Dimensionality Reduction on Hyperspectral Pixel Classification: A Case Study
PLoS ONE (PLOS ONE), 2021
Kiran Mantripragada
Phuong D. Dao
Y. He
Faisal Z. Qureshi
164
24
0
01 Apr 2021
Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing
Danfeng Hong
Wei He
Xiangwei Zhu
Jing Yao
Lianru Gao
Liangpei Zhang
Jocelyn Chanussot
Xiaoxiang Zhu
236
0
0
02 Mar 2021
Hyperspectral Image Classification-Traditional to Deep Models: A Survey for Future Prospects
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (J-STARS), 2021
Muhammad Ahmad
Sidrah Shabbir
Swalpa Kumar Roy
Danfeng Hong
Xin Wu
Jing Yao
A. Khan
Manuel Mazzara
Salvatore Distefano
Jocelyn Chanussot
578
343
0
15 Jan 2021
Fusion of Dual Spatial Information for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020
Puhong Duan
Pedram Ghamisi
Xudong Kang
Behnood Rasti
Shutao Li
R. Gloaguen
216
119
0
23 Oct 2020
Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction
IEEE Transactions on Cybernetics (IEEE Trans. Cybern.), 2020
Danfeng Hong
Xiangwei Zhu
Jocelyn Chanussot
Jian Xu
Xiaoxiang Zhu
150
84
0
21 Sep 2020
PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field
IEEE Geoscience and Remote Sensing Letters (GRSL), 2020
Haixia Bi
Jing Yao
Z. Wei
Danfeng Hong
Jocelyn Chanussot
152
17
0
13 Sep 2020
More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020
Danfeng Hong
Lianru Gao
Xiangwei Zhu
Jing Yao
Jocelyn Chanussot
Q. Du
Bing Zhang
282
1,141
0
12 Aug 2020
Graph Convolutional Networks for Hyperspectral Image Classification
Danfeng Hong
Lianru Gao
Jing Yao
Bing Zhang
Antonio J. Plaza
Jocelyn Chanussot
318
1,223
0
06 Aug 2020
Polarimetric SAR Image Semantic Segmentation with 3D Discrete Wavelet Transform and Markov Random Field
Haixia Bi
Lin Xu
Xiangyong Cao
Yong Xue
Zongben Xu
147
102
0
05 Aug 2020
Coupled Convolutional Neural Network with Adaptive Response Function Learning for Unsupervised Hyperspectral Super-Resolution
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020
Ke-xin Zheng
Lianru Gao
Wenzhi Liao
Danfeng Hong
Bing Zhang
X. Cui
Jocelyn Chanussot
172
165
0
28 Jul 2020
Spectral Superresolution of Multispectral Imagery with Joint Sparse and Low-Rank Learning
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020
Lianru Gao
Danfeng Hong
Jing Yao
Bing Zhang
Paolo Gamba
Jocelyn Chanussot
203
152
0
28 Jul 2020
Spatial-Spectral Manifold Embedding of Hyperspectral Data
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS), 2020
Danfeng Hong
Jing Yao
Xin Wu
Jocelyn Chanussot
Xiaoxiang Zhu
135
1
0
17 Jul 2020
Vehicle Detection of Multi-source Remote Sensing Data Using Active Fine-tuning Network
Isprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2020
Xin Wu
Wei Li
Danfeng Hong
Jiaojiao Tian
R. Tao
Q. Du
194
57
0
16 Jul 2020
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution
European Conference on Computer Vision (ECCV), 2020
Jing Yao
Danfeng Hong
Jocelyn Chanussot
Deyu Meng
Xiaoxiang Zhu
Zongben Xu
302
143
0
10 Jul 2020
Hyperspectral Image Classification with Attention Aided CNNs
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020
Renlong Hang
Zhu Li
Qingshan Liu
Pedram Ghamisi
Shuvra S. Bhattacharyya
187
256
0
25 May 2020
Deep Image Translation with an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020
L. Luppino
Michael C. Kampffmeyer
F. Bianchi
G. Moser
S. Serpico
Robert Jenssen
S. N. Anfinsen
228
139
0
13 Jan 2020
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