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Semantic Segmentation of Remote Sensing Images with Sparse Annotations

Jan 10, 2021
Yuansheng Hua, Diego Marcos, Lichao Mou, Xiao Xiang Zhu, Devis Tuia


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CG-Net: Conditional GIS-aware Network for Individual Building Segmentation in VHR SAR Images

Nov 17, 2020
Yao Sun, Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu


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Deep Learning Meets SAR

Jun 17, 2020
Xiao Xiang Zhu, Sina Montazeri, Mohsin Ali, Yuansheng Hua, Yuanyuan Wang, Lichao Mou, Yilei Shi, Feng Xu, Richard Bamler

* article submitted to IEEE Geoscience and Remote Sensing Magazine 

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Instance segmentation of buildings using keypoints

Jun 06, 2020
Qingyu Li, Lichao Mou, Yuansheng Hua, Yao Sun, Pu Jin, Yilei Shi, Xiao Xiang Zhu


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Cross-Task Transfer for Multimodal Aerial Scene Recognition

May 18, 2020
Di Hu, Xuhong Li, Lichao Mou, Pu Jin, Dong Chen, Liping Jing, Xiaoxiang Zhu, Dejing Dou


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Ambient Sound Helps: Audiovisual Crowd Counting in Extreme Conditions

May 16, 2020
Di Hu, Lichao Mou, Qingzhong Wang, Junyu Gao, Yuansheng Hua, Dejing Dou, Xiao Xiang Zhu


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ERA: A Dataset and Deep Learning Benchmark for Event Recognition in Aerial Videos

Mar 05, 2020
Lichao Mou, Yuansheng Hua, Pu Jin, Xiao Xiang Zhu


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So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification

Dec 19, 2019
Xiao Xiang Zhu, Jingliang Hu, Chunping Qiu, Yilei Shi, Jian Kang, Lichao Mou, Hossein Bagheri, Matthias Häberle, Yuansheng Hua, Rong Huang, Lloyd Hughes, Hao Li, Yao Sun, Guichen Zhang, Shiyao Han, Michael Schmitt, Yuanyuan Wang

* Article submitted to IEEE Geoscience and Remote Sensing Magazine 

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Relation Network for Multi-label Aerial Image Classification

Jul 16, 2019
Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu


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A Relation-Augmented Fully Convolutional Network for Semantic Segmentation in Aerial Scenes

Apr 12, 2019
Lichao Mou, Yuansheng Hua, Xiao Xiang Zhu

* CVPR2019 

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R$^3$-Net: A Deep Network for Multi-oriented Vehicle Detection in Aerial Images and Videos

Aug 16, 2018
Qingpeng Li, Lichao Mou, Qizhi Xu, Yun Zhang, Xiao Xiang Zhu


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Recurrently Exploring Class-wise Attention in A Hybrid Convolutional and Bidirectional LSTM Network for Multi-label Aerial Image Classification

Jul 30, 2018
Yuansheng Hua, Lichao Mou, Xiao Xiang Zhu


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Vehicle Instance Segmentation from Aerial Image and Video Using a Multi-Task Learning Residual Fully Convolutional Network

May 26, 2018
Lichao Mou, Xiao Xiang Zhu

* Preprint of a paper accepted by IEEE Transactions On Geoscience and Remote Sensing 

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RiFCN: Recurrent Network in Fully Convolutional Network for Semantic Segmentation of High Resolution Remote Sensing Images

May 05, 2018
Lichao Mou, Xiao Xiang Zhu


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Learning Spectral-Spatial-Temporal Features via a Recurrent Convolutional Neural Network for Change Detection in Multispectral Imagery

Mar 07, 2018
Lichao Mou, Lorenzo Bruzzone, Xiao Xiang Zhu


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IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully Residual Convolutional-Deconvolutional Network

Feb 28, 2018
Lichao Mou, Xiao Xiang Zhu


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Identifying Corresponding Patches in SAR and Optical Images with a Pseudo-Siamese CNN

Jan 25, 2018
Lloyd H. Hughes, Michael Schmitt, Lichao Mou, Yuanyuan Wang, Xiao Xiang Zhu


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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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