Publications

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145 entries « 2 of 3 »

2021

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

Unconstrained Aerial Scene Recognition with Deep Neural Networks and a New Dataset Book Chapter

2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, pp. 11–16, IEEE, Brussels, Belgium, 2021.

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Perwaiz, Nazia; Fraz, Muhammad; Shahzad, Muhammad

Stochastic attentions and context learning for person re-identification Journal Article

PeerJ Computer Science, 7 , pp. e447, 2021.

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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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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, 177 , pp. 89-102, 2021, ISSN: 0924-2716.

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

Critical Aspects of Person Counting and Density Estimation Journal Article

Journal of Imaging 2021, Vol. 7, Page 21, 7 (2), pp. 21, 2021, ISSN: 2313-433X.

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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 Conference

IEEE Geoscience and Remote Sensing Symposium 2021 (Accepted), IEEE, 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 Conference

IEEE Geoscience and Remote Sensing Symposium 2021 (Accepted), IEEE, 2021.

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

Towards Out-of-distribution Detection for Remote Sensing Conference

IEEE Geoscience and Remote Sensing Symposium 2021 (Accepted), IEEE, 2021.

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

Deep No Learning Approach for Unsupervised Change Detection in Hyperspectral Images Conference

XXIV ISPRS Congress 2021, 2021.

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

Fusing Multi-modal Data for Supervised Change Detection Conference

XXIV ISPRS Congress 2021, 2021.

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

Covariate Shift Adaptation for Adversarially Robust Classifier Conference

ICLR 2021 Workshop on Security and Safety in Machine Learning Systems, 2021.

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

Out-of-distribution Detection in Satellite Image Classification Conference

RobustML workshop at ICLR 2021, 2021.

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Kochupillai, Mrinalini; Gallersdörfer, Ulrich; Köninger, Julia; Beck, Roman

Incentivizing research & innovation with agrobiodiversity conserved in situ: Possibilities and limitations of a blockchain-based solution Journal Article

Journal of Cleaner Production, 309 , pp. 127155, 2021, ISSN: 0959-6526.

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Kochupillai, M

Creating a Digital Marketplace for Agrobiodiversity and Plant Genetic Sequence Data: Legal and Ethical Considerations of an AI and Blackchain Based Solution, Conference paper, Towards Responsible Plant Data Linkage: Global Challenges for Food Security and Governance, Alan Turing Institute and University of Exeter, March 2021 (forthcoming in an edited volume with Springer Nature) Conference

2021.

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

Self-supervised multisensor change detection Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 2021.

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Saha, Sudipan; Ahmad, Tahir

Federated transfer learning: Concept and applications Journal Article

Intelligenza Artificiale, 15 (1), pp. 35–44, 2021.

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Saha, Sudipan; Zhu, Xiao Xiang

Patch-level unsupervised planetary change detection Journal Article

IEEE Geoscience and Remote Sensing Letters, 2021.

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Saha, Sudipan; Mou, Lichao; Shahzad, Muhammad; Zhu, Xiao Xiang

Segmentation of VHR EO Images using Unsupervised Learning Inproceedings

2021.

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Ahmed, Nouman; Saha, Sudipan; Mohsin, Maaz; Shahzad, Muhammad; Zhu, Xiao Xiang

Progressive Unsupervised Deep Transfer Learning for Forest Mapping in Satellite Image Inproceedings

2021.

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

Change Detection in Hyperdimensional Images using Untrained Models Journal Article

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021.

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

Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images Journal Article

arXiv preprint arXiv:2110.02068, 2021.

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Yuan, Zhenghang; Mou, Lichao; Zhu, Xiao Xiang

Self-Paced Curriculum Learning for Visual Question Answering on Remote Sensing Data Conference

IEEE International Symposium on Geoscience and Remote Sensing (IGARSS) , Institute of Electrical and Electronics Engineers (IEEE), 2021, ISBN: 9781665403696.

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Köninger, Julia; Lugato, Emanuele; Panagos, Panos; Kochupillai, Mrinalini; Orgiazzi, Alberto; Briones, Maria J I

Manure management and soil biodiversity: Towards more sustainable food systems in the EU Journal Article

Agricultural Systems, 194 , 2021, ISSN: 0308521X.

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Vishwakarma, Bramha Dutt; Horwath, Martin; Groh, Andreas; Bamber, Jonathan L

Accounting for GIA signal in GRACE products Journal Article

Geophysical Journal International, 228 , pp. 2056-2060, 2021, ISSN: 0956-540X.

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Basirat, Mina; Roth, Peter M

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

Proceedings of the 16th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, SCITEPRESS - Science and Technology Publications, 2021, ISBN: 9789897584886.

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Musa, Osman; Jung, Peter; Caire, Giuseppe

Plug-And-Play Learned Gaussian-mixture Approximate Message Passing Inproceedings

pp. 4855-4859, IEEE, 2021, ISBN: 978-1-7281-7605-5.

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Sauder, Jonathan; Genzel, Martin; Jung, Peter

Learning Structured Sparse Matrices for Signal Recovery via Unrolled Optimization | OpenReview Inproceedings

2021.

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Sánchez-Pastor, Jesús; Thanthrige, Udaya Miriya S K P; Ilgac, Furkan; Jiménez-Sáez, Alejandro; Jung, Peter; Sezgin, Aydin; Jakoby, Rolf

Clutter Suppression for Indoor Self-Localization Systems by Iteratively Reweighted Low-Rank Plus Sparse Recovery Journal Article

Sensors 2021, Vol. 21, Page 6842, 21 , pp. 6842, 2021, ISSN: 1424-8220.

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Damara, Muhammad Fadli; Kornhardt, Gregor; Jung, Peter

Solving Inverse Problems with Conditional-GAN Prior via Fast Network-Projected Gradient Descent Journal Article

2021.

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

Out-of-distribution Detection in Satellite Image Classification Conference

RobustML workshop at ICLR 2021, 2021.

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Saha, Sudipan; Zhu, Xiao Xiang

Patch-level unsupervised planetary change detection Journal Article

IEEE Geoscience and Remote Sensing Letters, 19 , 2021, ISSN: 15580571.

Abstract | Links | BibTeX | Tags:

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

Change Detection in Hyperdimensional Images using Untrained Models Journal Article

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14 , pp. 11029, 2021.

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Qian, Kun; Wang, Yuanyuan; Shi, Yilei; Zhu, Xiao Xiang

γ-Net: Superresolving SAR Tomographic Inversion via Deep Learning Journal Article Forthcoming

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

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Saha, Sudipan; Ahmad, Tahir

Federated transfer learning: Concept and applications Journal Article

Intelligenza Artificiale, 15 (1), pp. 35-44, 2021, ISSN: 1724-8035.

Abstract | Links | BibTeX | Tags:

Köninger, Julia; Lugato, Emanuele; Panagos, Panos; Kochupillai, Mrinalini; Orgiazzi, Alberto; Briones, Maria J I

Manure management and soil biodiversity: Towards more sustainable food systems in the EU Journal Article

Agricultural Systems, 194 , 2021, ISSN: 0308521X.

Abstract | Links | BibTeX | Tags:

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

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

IEEE Geoscience and Remote Sensing Symposium 2021 (Accepted), IEEE, 2021.

Abstract | BibTeX | Tags:

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

Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images Journal Article

arXiv preprint arXiv:2110.02068, 2021.

Abstract | Links | BibTeX | Tags:

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

Towards Out-of-Distribution Detection for Remote Sensing Conference

IEEE Geoscience and Remote Sensing Symposium 2021 (Accepted), Institute of Electrical and Electronics Engineers (IEEE), 2021, ISBN: 9781665403696.

Abstract | Links | BibTeX | Tags:

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

Trusting small training dataset for supervised change detection Conference

IEEE Geoscience and Remote Sensing Symposium 2021 (Accepted), Institute of Electrical and Electronics Engineers (IEEE), 2021, ISBN: 9781665403696.

Abstract | Links | BibTeX | Tags:

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

Covariate Shift Adaptation for Adversarially Robust Classifier Conference

ICLR 2021 Workshop on Security and Safety in Machine Learning Systems, 2021.

BibTeX | Tags:

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

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.

Abstract | Links | BibTeX | Tags:

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

Deep No Learning Approach for Unsupervised Change Detection in Hyperspectral Images Conference

XXIV ISPRS Congress 2021, 2021.

Links | BibTeX | Tags:

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

Fusing Multi-modal Data for Supervised Change Detection Conference

XXIV ISPRS Congress 2021, 2021.

Abstract | Links | BibTeX | Tags:

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.

Abstract | Links | BibTeX | Tags:

Kochupillai, Mrinalini; Gallersdörfer, Ulrich; Köninger, Julia; Beck, Roman

Incentivizing research & innovation with agrobiodiversity conserved in situ: Possibilities and limitations of a blockchain-based solution Journal Article

Journal of Cleaner Production, 309 , pp. 127155, 2021, ISSN: 0959-6526.

Abstract | BibTeX | Tags:

145 entries « 2 of 3 »

Our project is done in close collaboration with the Technical University of Munich. In particular with the TUM Data Science in Earth Observation (Sipeo) group. The complete list of associated publications might be also interesting for you and is available here.

Artificial Intelligence for Earth Observation