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A Survey of Uncertainty in Deep Neural Networks


Jul 07, 2021
Jakob Gawlikowski, Cedrique Rovile Njieutcheu Tassi, Mohsin Ali, Jongseok Lee, Matthias Humt, Jianxiang Feng, Anna Kruspe, Rudolph Triebel, Peter Jung, Ribana Roscher, Muhammad Shahzad, Wen Yang, Richard Bamler, Xiao Xiang Zhu


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Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model


May 21, 2021
Danfeng Hong, Jingliang Hu, Jing Yao, Jocelyn Chanussot, Xiao Xiang Zhu

* ISPRS Journal of Photogrammetry and Remote Sensing, 2021 

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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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Generative modeling of spatio-temporal weather patterns with extreme event conditioning


Apr 26, 2021
Konstantin Klemmer, Sudipan Saha, Matthias Kahl, Tianlin Xu, Xiao Xiang Zhu

* ICLR'21 Workshop AI: Modeling Oceans and Climate Change (AIMOCC) 

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Aerial Scene Understanding in The Wild: Multi-Scene Recognition via Prototype-based Memory Networks


Apr 22, 2021
Yuansheng Hua, Lichao Moua, Jianzhe Lin, Konrad Heidler, Xiao Xiang Zhu


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Towards a Collective Agenda on AI for Earth Science Data Analysis


Apr 11, 2021
Devis Tuia, Ribana Roscher, Jan Dirk Wegner, Nathan Jacobs, Xiao Xiang Zhu, Gustau Camps-Valls

* In press at IEEE Geoscience and Remote Sensing Magazine 

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Out-of-distribution detection in satellite image classification


Apr 09, 2021
Jakob Gawlikowski, Sudipan Saha, Anna Kruspe, Xiao Xiang Zhu


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Trusting small training dataset for supervised change detection


Apr 09, 2021
Sudipan Saha, Biplab Banerjee, Xiao Xiang Zhu


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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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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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Self-supervised Multisensor Change Detection


Feb 12, 2021
Sudipan Saha, Patrick Ebel, Xiao Xiang Zhu


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Adversarially Robust Classifier with Covariate Shift Adaptation


Feb 09, 2021
Jay Nandy, Sudipan Saha, Wynne Hsu, Mong Li Lee, Xiao Xiang Zhu

* 36 pages with 12 figures and 15 tables 

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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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Exploring Deep 3D Spatial Encodings for Large-Scale 3D Scene Understanding


Nov 29, 2020
Saqib Ali Khan, Yilei Shi, Muhammad Shahzad, Xiao Xiang Zhu

* Submitted to IEEE Geoscience and Remote Sensing Letters (GRSL) Journal 

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Multi-task Learning for Human Settlement Extent Regression and Local Climate Zone Classification


Nov 23, 2020
Chunping Qiu, Lukas Liebel, Lloyd H. Hughes, Michael Schmitt, Marco Körner, Xiao Xiang Zhu

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

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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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A Novel Actor Dual-Critic Model for Remote Sensing Image Captioning


Oct 05, 2020
Ruchika Chavhan, Biplab Banerjee, Xiao Xiang Zhu, Subhasis Chaudhuri

* 8 pages, 21 figures Accepted at the International Conference on Pattern Recognition (ICPR) 2020 

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Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction


Sep 21, 2020
Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Jian Xu, Xiao Xiang Zhu

* IEEE Transactions on Cybernetics, 2020 

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Cross-language sentiment analysis of European Twitter messages duringthe COVID-19 pandemic


Aug 27, 2020
Anna Kruspe, Matthias Häberle, Iona Kuhn, Xiao Xiang Zhu


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Generative Adversarial Networks for Synthesizing InSAR Patches


Aug 03, 2020
Philipp Sibler, Yuanyuan Wang, Stefan Auer, Mohsin Ali, Xiao Xiang Zhu

* accepted in preliminary version for EUSAR2020 conference 

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Spatial-Spectral Manifold Embedding of Hyperspectral Data


Jul 17, 2020
Danfeng Hong, Jing Yao, Xin Wu, Jocelyn Chanussot, Xiao Xiang Zhu


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X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data


Jul 11, 2020
Danfeng Hong, Naoto Yokoya, Gui-Song Xia, Jocelyn Chanussot, Xiao Xiang Zhu

* ISPRS Journal of Photogrammetry and Remote Sensing,2020,167:12-23 

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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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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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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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Multi-level Feature Fusion-based CNN for Local Climate Zone Classification from Sentinel-2 Images: Benchmark Results on the So2Sat LCZ42 Dataset


May 16, 2020
Chunping Qiu, Xiaochong Tong, Michael Schmitt, Benjamin Bechtel, Xiao Xiang Zhu


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