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Contrastive semi-supervised adversarial training method for hyperspectral image classification networks 面向高光谱图像分类网络的对比半监督对抗训练方法 Journal article
Cheng, Shi, Ying, Liu, Minghua, Zhao, Qiguang, Miao, Chi-Man, Pun. Contrastive semi-supervised adversarial training method for hyperspectral image classification networks 面向高光谱图像分类网络的对比半监督对抗训练方法[J]. Journal of Image and Graphics, 2024, 29(7), 1861-1874.
Authors:  Cheng, Shi;  Ying, Liu;  Minghua, Zhao;  Qiguang, Miao;  Chi-Man, Pun
Favorite | TC[Scopus]:0 | Submit date：2024/09/03
Adversarial Attack  Adversarial Defense  Deep Neural Network  Hyperspectral Image Classification  Semi-supervised Learning  
A Deep High-Order Tensor Sparse Representation for Hyperspectral Image Classification Journal article
Cheng, Chunbo, Zhang, Liming, Li, Hong, Cui, Wenjing, Gao, Junbin, Cun, Yuxiao. A Deep High-Order Tensor Sparse Representation for Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62, 5521416.
Authors:  Cheng, Chunbo;  Zhang, Liming;  Li, Hong;  Cui, Wenjing;  Gao, Junbin; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:7.5/7.6 | Submit date：2024/08/05
Convolutional Neural Network (Cnn)  Deep High-order Tensor Sparse Representation (Sr)  Deep Learning  Graph-based Learning (Gsl)  Hyperspectral Image (Hsi) Classification  
Small-Sample Classification for Hyperspectral Images With EPF-Based Smooth Ordering Journal article
Ye, Zhijing, Zhang, Liming, Zheng, Chengyong, Peng, Jiangtao, Benediktsson, Jon Atli. Small-Sample Classification for Hyperspectral Images With EPF-Based Smooth Ordering[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62, 5525814.
Authors:  Ye, Zhijing;  Zhang, Liming;  Zheng, Chengyong;  Peng, Jiangtao;  Benediktsson, Jon Atli
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:7.5/7.6 | Submit date：2024/09/03
Edge-preserving Features (Epfs)  Hyperspectral Image (Hsi)  Small-sample Classification  Smooth Ordering  
Attack-invariant attention feature for adversarial defense in hyperspectral image classification Journal article
Shi, Cheng, Liu, Ying, Zhao, Minghua, Pun, Chi Man, Miao, Qiguang. Attack-invariant attention feature for adversarial defense in hyperspectral image classification[J]. Pattern Recognition, 2024, 145, 109955.
Authors:  Shi, Cheng;  Liu, Ying;  Zhao, Minghua;  Pun, Chi Man;  Miao, Qiguang
Favorite | TC[WOS]:3 TC[Scopus]:5  IF:7.5/7.6 | Submit date：2024/02/22
Adversarial Attack  Adversarial Defense  Attack-invariant Attention Feature  Hyperspectral Image Classification  
Universal Object-Level Adversarial Attack in Hyperspectral Image Classification Journal article
Shi, Cheng, Zhang, Mengxin, Lv, Zhiyong, Miao, Qiguang, Pun, Chi Man. Universal Object-Level Adversarial Attack in Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, 1-14.
Authors:  Shi, Cheng;  Zhang, Mengxin;  Lv, Zhiyong;  Miao, Qiguang;  Pun, Chi Man
Favorite | TC[WOS]:2 TC[Scopus]:6  IF:7.5/7.6 | Submit date：2024/02/22
Adversarial Attack  Adversarial Defense  Hyperspectral Image (Hsi) Classification  
A Dual-Branch Deep Stochastic Adaptive Fourier Decomposition Network for Hyperspectral Image Classification Journal article
Chen Chunbo, ZHANG LIMING, Li Hong, Cui Wenjing. A Dual-Branch Deep Stochastic Adaptive Fourier Decomposition Network for Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61.
Authors:  Chen Chunbo;  ZHANG LIMING;  Li Hong;  Cui Wenjing
Favorite | TC[WOS]:2 TC[Scopus]:2  IF:7.5/7.6 | Submit date：2023/12/11
Deep Learning (Dl)  Graph-based Learning (Gsl)  Hyperspectral Image (Hsi) Classification  Stochastic Adaptive Fourier Decomposition (Safd)  
Broad Graph Convolutional Neural Network and Its Application in Hyperspectral Image Classification Journal article
Wang, Haoyu, Cheng, Yuhu, Chen, C. L.Philip, Wang, Xuesong. Broad Graph Convolutional Neural Network and Its Application in Hyperspectral Image Classification[J]. IEEE Transactions on Emerging Topics in Computational Intelligence, 2023, 7(2), 610-616.
Authors:  Wang, Haoyu;  Cheng, Yuhu;  Chen, C. L.Philip;  Wang, Xuesong
Favorite | TC[WOS]:18 TC[Scopus]:15  IF:5.3/5.7 | Submit date：2023/05/02
Broad Learning  Graph Convolution  Hyperspectral Image Classification  Spectral-spatial Feature  
Refined Prototypical Contrastive Learning for Few-Shot Hyperspectral Image Classification Journal article
Quanyong Liu, Jiangtao Peng, Yujie Ning, Na Chen, Weiwei Sun, Qian Du, Yicong Zhou. Refined Prototypical Contrastive Learning for Few-Shot Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, 5506214.
Authors:  Quanyong Liu;  Jiangtao Peng;  Yujie Ning;  Na Chen;  Weiwei Sun; et al.
Favorite | TC[WOS]:53 TC[Scopus]:51  IF:7.5/7.6 | Submit date：2023/08/03
Contrastive Learning (Cl)  Few-shot Learning (Fsl)  Hyperspectral Image (Hsi) Classification  Prototypical Network  
Nonlocal Correntropy Matrix Representation for Hyperspectral Image Classification Journal article
Zhang,Guochao, Hu,Xueting, Wei,Yantao, Cao,Weijia, Yao,Huang, Zhang,Xueyang, Song,Keyi. Nonlocal Correntropy Matrix Representation for Hyperspectral Image Classification[J]. IEEE Geoscience and Remote Sensing Letters, 2023, 20, 5502305.
Authors:  Zhang,Guochao;  Hu,Xueting;  Wei,Yantao;  Cao,Weijia;  Yao,Huang; et al.
Favorite | TC[WOS]:2 TC[Scopus]:3  IF:4.0/4.4 | Submit date：2023/08/03
Feature Extraction  Hyperspectral Image (Hsi) Classification  Nonlocal Correntropy Matrix (Nlcm)  
SS-TMNet: Spatial–Spectral Transformer Network with Multi-Scale Convolution for Hyperspectral Image Classification Journal article
Huang, Xiaohui, Zhou, Yunfei, Yang, Xiaofei, Zhu, Xianhong, Wang, Ke. SS-TMNet: Spatial–Spectral Transformer Network with Multi-Scale Convolution for Hyperspectral Image Classification[J]. Remote Sensing, 2023, 15(5), 1206.
Authors:  Huang, Xiaohui;  Zhou, Yunfei;  Yang, Xiaofei;  Zhu, Xianhong;  Wang, Ke
Favorite | TC[WOS]:5 TC[Scopus]:6  IF:4.2/4.9 | Submit date：2023/04/03
Attention Mechanism  Convolution Neural Network (Cnn)  Hyperspectral Image (Hsi) Classification  Multi-scale 3d Convolution