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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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Learning Transferable Deep Models for Land-Use Classification with High-Resolution Remote Sensing Images

Jul 16, 2018
Xin-Yi Tong, Gui-Song Xia, Qikai Lu, Huanfeng Shen, Shengyang Li, Shucheng You, Liangpei Zhang


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Exploiting Deep Features for Remote Sensing Image Retrieval: A Systematic Investigation

Jul 15, 2018
Gui-Song Xia, Xin-Yi Tong, Fan Hu, Yanfei Zhong, Mihai Datcu, Liangpei Zhang


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Accurate Building Detection in VHR Remote Sensing Images using Geometric Saliency

Jun 10, 2018
Jin Huang, Gui-Song Xia, Fan Hu, Liangpei Zhang

* IGRASS'18 conference paper 

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Large-scale Land Cover Classification in GaoFen-2 Satellite Imagery

Jun 04, 2018
Xin-Yi Tong, Qikai Lu, Gui-Song Xia, Liangpei Zhang

* IGARSS'18 conference paper 

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Recent advances and opportunities in scene classification of aerial images with deep models

Jun 04, 2018
Fan Hu, Gui-Song Xia, Wen Yang, Liangpei Zhang

* IGARSS'18 conference paper 

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AID++: An Updated Version of AID on Scene Classification

Jun 03, 2018
Pu Jin, Gui-Song Xia, Fan Hu, Qikai Lu, Liangpei Zhang

* IGARSS'18 conference paper 

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Object Tracking in Satellite Videos Based on a Multi-Frame Optical Flow Tracker

Apr 25, 2018
Bo Du, Shihan Cai, Chen Wu, Liangpei Zhang, Dacheng Tao


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Learning the Synthesizability of Dynamic Texture Samples

Feb 03, 2018
Feng Yang, Gui-Song Xia, Dengxin Dai, Liangpei Zhang


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DOTA: A Large-scale Dataset for Object Detection in Aerial Images

Jan 27, 2018
Gui-Song Xia, Xiang Bai, Jian Ding, Zhen Zhu, Serge Belongie, Jiebo Luo, Mihai Datcu, Marcello Pelillo, Liangpei Zhang


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A Multi-Scale and Multi-Depth Convolutional Neural Network for Remote Sensing Imagery Pan-Sharpening

Dec 28, 2017
Qiangqiang Yuan, Yancong Wei, Xiangchao Meng, Huanfeng Shen, Liangpei Zhang


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Image Stitching by Line-guided Local Warping with Global Similarity Constraint

Oct 30, 2017
Tian-Zhu Xiang, Gui-Song Xia, Xiang Bai, Liangpei Zhang

* Pattern Recognition, Vol. 83, 2018, PP. 481-497 

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Deep learning in remote sensing: a review

Oct 11, 2017
Xiao Xiang Zhu, Devis Tuia, Lichao Mou, Gui-Song Xia, Liangpei Zhang, Feng Xu, Friedrich Fraundorfer

* Accepted for publication IEEE Geoscience and Remote Sensing Magazine 

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Anisotropic-Scale Junction Detection and Matching for Indoor Images

Sep 17, 2017
Nan Xue, Gui-Song Xia, Xiang Bai, Liangpei Zhang, Weiming Shen

* IEEE Transactions on Image Processing, Vol. 27, No.1, pp. 78-91, 2018 
* This paper has been accepted for publication in the IEEE Transactions on Image Processing 

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