Publications

2021

Hua, Yuansheng; Mou, Lichao; Lin, Jianzhe; Heidler, Konrad; Zhu, Xiao Xiang

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

ISPRS Journal of Photogrammetry and Remote Sensing, 2021.

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Klemmer, Konstantin; Saha, Sudipan; Kahl, Matthias; Xu, Tianlin; Zhu, Xiao Xiang

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

AI: Modeling Oceans and Climate Change (AIMOCC 2021) Workshop, ICLR 2021, 2021.

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Perko, Roland; Klopschitz, Manfred; Almer, Alexander; Roth, Peter M

Critical Aspects of Person Couting and Density Estimation Journal Article

Journal of Imaging, 7 (2), pp. 21, 2021.

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Basirat, Mina; Roth, Peter M

S*ReLU: Learning Piecewise Linear Activation Functions via ParticleSwarm Optimization Inproceedings

International Conf. on Computer Vision Theory and Applications, 2021.

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Editors:Camps-Valls, Gustau; Tuia, Devis; Zhu, Xiao Xiang; Reichstein, Markus

Deep learning for the Earth Sciences: A comprehensive approach to remote sensing, climate science and geosciences Book

Wiley & Sons, 2021, ISBN: 978-1-119-64614-3.

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Mou, Lichao; Saha, Sudipan; Hua, Yuansheng; Bovolo, Francesca; Bruzzone, Lorenzo; Zhu, Xiao Xiang

Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 2021.

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Saha, Sudipan; Banerjee, Biplab; Zhu, Xiao Xiang

Trusting Small Training Dataset for Supervised Change Detection Journal Article

2021.

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Prexl, Jonathan; Saha, Sudipan; Zhu, Xiao Xiang

Mitigating Spatial and Spectral Differences for Change Detection using Super-resolution and Unsupervised learning Journal Article

2021.

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Gawlikowski, Jakob; Saha, Sudipan; Kruspe, Anna; Zhu, Xiao Xiang

Towards Out-of-distribution Detection for Remote Sensing Journal Article

2021.

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Saha, Sudipan; Kondmann, Lukas; Zhu, Xiao Xiang

Deep No Learning Approach for Unsupervised Change Detection in Hyperspectral Images Journal Article

2021.

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Ebel, Patrick; Saha, Sudipan; Zhu, Xiao Xiang

Fusing Multi-modal Data for Supervised Change Detection Journal Article

2021.

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Nandy, Jay; Saha, Sudipan; Hsu, Wynne; Lee, Mong Li; Zhu, Xiao Xiang

Covariate Shift Adaptation for Adversarially Robust Classifier Journal Article

2021.

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Gawlikowski, Jakob; Saha, Sudipan; Kruspe, Anna; Zhu, Xiao Xiang

Out-of-distribution Detection in Satellite Image Classification Journal Article

2021.

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2020

Mou, Lichao; Hua, Yuansheng; Jin, Pu; Zhu, Xiao Xiang

ERA: A dataset and deep learning benchmark for event recognition in aerial videos Journal Article

IEEE Geoscience and Remote Sensing Magazine, 2020, (in press).

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Mou, Lichao; Hua, Yuansheng; Zhu, Xiao Xiang

Relation matters: Relational context-aware fully convolutional network for semantic segmentation of high resolution aerial images Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 2020, (in press).

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Hua, Yuansheng; Mou, Lichao; Zhu, Xiao Xiang

Relation network for multilabel aerial image classification Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 58 (7), pp. 4558-4572, 2020.

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Rußwurm, Marc; Ali, Mohsin; Zhu, Xiaoxiang; Gal, Yarin; Körner, Marco

Model and Data Uncertainty for Satellite Time Series Forecasting with Deep Recurrent Models Inproceedings

IGARSS 2020 IEEE International Geoscience and Remote Sensing Symposium, IEEE 2020.

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Artificial Intelligence for Earth Observation