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Large-scale Building Height Retrieval from Single SAR Imagery based on Bounding Box Regression Networks


Nov 18, 2021
Yao Sun, Lichao Mou, Yuanyuan Wang, Sina Montazeri, Xiao Xiang Zhu


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Bi-Temporal Semantic Reasoning for the Semantic Change Detection in HR Remote Sensing Images


Aug 28, 2021
Lei Ding, Haitao Guo, Sicong Liu, Lichao Mou, Jing Zhang, Lorenzo Bruzzone

* Manuscript to ISPRS Journal of Photogrammetry and Remote Sensing 

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Bi-Temporal Semantic Reasoning for the Semantic Change Detection of HR Remote Sensing Images


Aug 25, 2021
Lei Ding, Haitao Guo, Sicong Liu, Lichao Mou, Jing Zhang, Lorenzo Bruzzone

* 12 pages, 7 figures. Manuscript to ISPRS Journal of Photogrammetry and Remote Sensin 

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SCIDA: Self-Correction Integrated Domain Adaptation from Single- to Multi-label Aerial Images


Aug 15, 2021
Tianze Yu, Jianzhe Lin, Lichao Mou, Yuansheng Hua, Xiaoxiang Zhu, Z. Jane Wang


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Segmentation of VHR EO Images using Unsupervised Learning


Aug 10, 2021
Sudipan Saha, Lichao Mou, Muhammad Shahzad, Xiao Xiang Zhu


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Self-supervised Audiovisual Representation Learning for Remote Sensing Data


Aug 02, 2021
Konrad Heidler, Lichao Mou, Di Hu, Pu Jin, Guangyao Li, Chuang Gan, Ji-Rong Wen, Xiao Xiang Zhu

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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A lightweight deep learning based cloud detection method for Sentinel-2A imagery fusing multi-scale spectral and spatial features


Apr 29, 2021
Jun Li, Zhaocong Wu, Zhongwen Hu, Canliang Jian, Shaojie Luo, Lichao Mou, Xiao Xiang Zhu, Matthieu Molinier


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MultiScene: A Large-scale Dataset and Benchmark for Multi-scene Recognition in Single Aerial Images


Apr 07, 2021
Yuansheng Hua, Lichao Mou, Pu Jin, Xiao Xiang Zhu


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Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification


Mar 15, 2021
Lichao Mou, Sudipan Saha, Yuansheng Hua, Francesca Bovolo, Lorenzo Bruzzone, Xiao Xiang Zhu


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HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline


Mar 02, 2021
Konrad Heidler, Lichao Mou, Celia Baumhoer, Andreas Dietz, Xiao Xiang Zhu

* This work has been accepted by IEEE TGRS for publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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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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