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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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A Data-driven Approach to Neural Architecture Search Initialization


Nov 05, 2021
Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu

* arXiv admin note: text overlap with arXiv:2108.09126 

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Fitness Landscape Footprint: A Framework to Compare Neural Architecture Search Problems


Nov 02, 2021
Kalifou René Traoré, Andrés Camero, 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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SurroundNet: Towards Effective Low-Light Image Enhancement


Oct 11, 2021
Fei Zhou, Xin Sun, Junyu Dong, Haoran Zhao, Xiao Xiang Zhu


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Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images


Oct 05, 2021
Lukas Kondmann, Aysim Toker, Sudipan Saha, Bernhard Schölkopf, Laura Leal-Taixé, Xiao Xiang Zhu

* Submitted to IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS) 

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Reiterative Domain Aware Multi-target Adaptation


Aug 26, 2021
Sudipan Saha, Shan Zhao, Xiao Xiang Zhu


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Lessons from the Clustering Analysis of a Search Space: A Centroid-based Approach to Initializing NAS


Aug 20, 2021
Kalifou Rene Traore, Andrés Camero, Xiao Xiang Zhu

* Accepted to the Workshop on 'Data Science Meets Optimisation' at IJCAI 2021 

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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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Under the Radar -- Auditing Fairness in ML for Humanitarian Mapping


Aug 04, 2021
Lukas Kondmann, Xiao Xiang Zhu

* to appear at the 2nd KDD Workshop on Data-Driven Humanitarian Mapping 

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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 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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