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Spectral-Spatial Graph Reasoning Network for Hyperspectral Image Classification


Jun 26, 2021
Di Wang, Bo Du, Liangpei Zhang


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A Spectral-Spatial-Dependent Global Learning Framework for Insufficient and Imbalanced Hyperspectral Image Classification


May 29, 2021
Qiqi Zhu, Weihuan Deng, Zhuo Zheng, Yanfei Zhong, Qingfeng Guan, Weihua Lin, Liangpei Zhang, Deren Li

* 14 pages,14 figures 

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Robust Self-Ensembling Network for Hyperspectral Image Classification


Apr 08, 2021
Yonghao Xu, Bo Du, Liangpei Zhang


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Transportation Density Reduction Caused by City Lockdowns Across the World during the COVID-19 Epidemic: From the View of High-resolution Remote Sensing Imagery


Mar 02, 2021
Chen Wu, Sihan Zhu, Jiaqi Yang, Meiqi Hu, Bo Du, Liangpei Zhang, Lefei Zhang, Chengxi Han, Meng Lan

* 14 pages, 7 figures, submitted to IEEE JSTARS 

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Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing


Mar 02, 2021
Danfeng Hong, Wei He, Naoto Yokoya, Jing Yao, Lianru Gao, Liangpei Zhang, Jocelyn Chanussot, Xiao Xiang Zhu


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Super-resolution-based Change Detection Network with Stacked Attention Module for Images with Different Resolutions


Feb 27, 2021
Mengxi Liu, Qian Shi, Andrea Marinoni, Da He, Xiaoping Liu, Liangpei Zhang


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Object Detection in Aerial Images: A Large-Scale Benchmark and Challenges


Feb 24, 2021
Jian Ding, Nan Xue, Gui-Song Xia, Xiang Bai, Wen Yang, Micheal Ying Yang, Serge Belongie, Jiebo Luo, Mihai Datcu, Marcello Pelillo, Liangpei Zhang

* 15 pages, 9 figures 

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Long time-series NDVI reconstruction in cloud-prone regions via spatio-temporal tensor completion


Feb 04, 2021
Dong Chu, Huanfeng Shen, Xiaobin Guan, Jing M. Chen, Xinghua Li, Jie Li, Liangpei Zhang

* 12 figures, 1 tables 

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Spectral Response Function Guided Deep Optimization-driven Network for Spectral Super-resolution


Dec 08, 2020
Jiang He, Jie Li, Qiangqiang Yuan, Huanfeng Shen, Liangpei Zhang


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FPGA: Fast Patch-Free Global Learning Framework for Fully End-to-End Hyperspectral Image Classification


Nov 11, 2020
Zhuo Zheng, Yanfei Zhong, Ailong Ma, Liangpei Zhang

* 16 pages, 15 figures, IEEE Transactions on Geoscience and Remote Sensing, 2020 

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Hyperspectral Anomaly Change Detection Based on Auto-encoder


Oct 27, 2020
Meiqi Hu, Chen Wu, Liangpei Zhang, Bo Du

* 11 pages,9 figures,3 tables 

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Non-local Meets Global: An Iterative Paradigm for Hyperspectral Image Restoration


Oct 24, 2020
Wei He, Quanming Yao, Chao Li, Naoto Yokoya, Qibin Zhao, Hongyan Zhang, Liangpei Zhang

* Accepted to TPAMI 

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Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning


Sep 08, 2020
Shengjie Liu, Qian Shi, Liangpei Zhang

* Accepted by IEEE TGRS 

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A Measurement of Transportation Ban inside Wuhan on the COVID-19 Epidemic by Vehicle Detection in Remote Sensing Imagery


Jun 26, 2020
Chen Wu, Jingwen Yuan, Lixiang Ru, Hongruixuan Chen, Bo Du, Liangpei Zhang

* 35 pages, 14 figures 

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DiRS: On Creating Benchmark Datasets for Remote Sensing Image Interpretation


Jun 22, 2020
Yang Long, Gui-Song Xia, Shengyang Li, Wen Yang, Michael Ying Yang, Xiao Xiang Zhu, Liangpei Zhang, Deren Li

* Article submitted to IEEE Geoscience and Remote Sensing Magazine 

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DSDANet: Deep Siamese Domain Adaptation Convolutional Neural Network for Cross-domain Change Detection


Jun 16, 2020
Hongruixuan Chen, Chen Wu, Bo Du, Liangpei Zhang


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Holistically-Attracted Wireframe Parsing


Mar 03, 2020
Nan Xue, Tianfu Wu, Song Bai, Fu-Dong Wang, Gui-Song Xia, Liangpei Zhang, Philip H. S. Torr

* Accepted by CVPR 2020 

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Unsupervised Change Detection in Multi-temporal VHR Images Based on Deep Kernel PCA Convolutional Mapping Network


Dec 18, 2019
Chen Wu, Hongruixuan Chen, Bo Do, Liangpei Zhang


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Learning Regional Attraction for Line Segment Detection


Dec 18, 2019
Nan Xue, Song Bai, Fu-Dong Wang, Gui-Song Xia, Tianfu Wu, Liangpei Zhang, Philip H. S. Torr

* Accepted to IEEE TPAMI. arXiv admin note: text overlap with arXiv:1812.02122 

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Deep Siamese Multi-scale Convolutional Network for Change Detection in Multi-temporal VHR Images


Jun 27, 2019
Hongruixuan Chen, Chen Wu, Bo Du, Liangpei Zhang


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Robust and Discriminative Labeling for Multi-label Active Learning Based on Maximum Correntropy Criterion


Apr 14, 2019
Bo Du, Zengmao Wang, Lefei Zhang, Liangpei Zhang, Dacheng Tao


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Exploring Representativeness and Informativeness for Active Learning


Apr 14, 2019
Bo Du, Zengmao Wang, Lefei Zhang, Liangpei Zhang, Wei Liu, Jialie Shen, Dacheng Tao


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Mini-UAV-based Remote Sensing: Techniques, Applications and Prospectives


Dec 20, 2018
Tian-Zhu Xiang, Gui-Song Xia, Liangpei Zhang


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Learning Attraction Field Representation for Robust Line Segment Detection


Dec 05, 2018
Nan Xue, Song Bai, Fudong Wang, Gui-Song Xia, Tianfu Wu, Liangpei Zhang

* 18 pages, single column 

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Unsupervised Deep Slow Feature Analysis for Change Detection in Multi-Temporal Remote Sensing Images


Dec 03, 2018
Bo Du, Lixiang Ru, Chen Wu, Liangpei Zhang


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Hybrid Noise Removal in Hyperspectral Imagery With a Spatial-Spectral Gradient Network


Oct 01, 2018
Qiang Zhang, Qiangqiang Yuan, Jie Li, Xinxin Liu, Huanfeng Shen, Liangpei Zhang

* In Peer-Review 

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Oblique Stripe Removal in Remote Sensing Images via Oriented Variation


Sep 06, 2018
Xinxin Liu, Xiliang Lu, Huanfeng Shen, Qiangqiang Yuan, Liangpei Zhang

* 14 pages, 14 figures 

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Spatial-Spectral Fusion by Combining Deep Learning and Variation Model


Sep 04, 2018
Huanfeng Shen, Menghui Jiang, Jie Li, Qiangqiang Yuan, Yanchong Wei, Liangpei Zhang


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Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network


Aug 11, 2018
Qiangqiang Yuan, Qiang Zhang, Jie Li, Huanfeng Shen, Liangpei Zhang

* Accepted by IEEE TGRS, available codes: https://github.com/WHUQZhang/HSID-CNN 

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