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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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SAR Tomography at the Limit: Building Height Reconstruction Using Only 3-5 TanDEM-X Bistatic Interferograms

Mar 17, 2020
Yilei Shi, Richard Bamler, Yuanyuan Wang, 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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Weakly Supervised Semantic Segmentation of Satellite Images for Land Cover Mapping -- Challenges and Opportunities

Feb 19, 2020
Michael Schmitt, Jonathan Prexl, Patrick Ebel, Lukas Liebel, Xiao Xiang Zhu

* 8 pages, 6 figures 

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Building Footprint Generation by IntegratingConvolution Neural Network with Feature PairwiseConditional Random Field (FPCRF)

Feb 11, 2020
Qingyu Li, Yilei Shi, Xin Huang, 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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Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification

Dec 18, 2019
Danfeng Hong, Xin Wu, Pedram Ghamisi, Jocelyn Chanussot, Naoto Yokoya, Xiao Xiang Zhu

* IEEE Transactions on Geoscience and Remote Sensing, 2020 

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Learning Shared Cross-modality Representation Using Multispectral-LiDAR and Hyperspectral Data

Dec 18, 2019
Danfeng Hong, Jocelyn Chanussot, Naoto Yokoya, Jian Kang, Xiao Xiang Zhu

* IEEE Geoscience and Remote Sensing Letters, 2019 

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Building Segmentation through a Gated Graph Convolutional Neural Network with Deep Structured Feature Embedding

Nov 08, 2019
Yilei Shi, Qingyu Li, Xiao Xiang Zhu


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A Review of Point Cloud Semantic Segmentation

Sep 03, 2019
Yuxing Xie, Jiaojiao Tian, Xiao Xiang Zhu

* Accepted by IEEE Geoscience and Remote Sensing Magazine; corrected typos (3 Sep 2019) 

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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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SEN12MS -- A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusion

Jun 18, 2019
Michael Schmitt, Lloyd Haydn Hughes, Chunping Qiu, Xiao Xiang Zhu

* accepted for publication in the ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences (online from September 2019) 

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