Publications

218 entries « 3 of 5 »

2022

Li, Jun; Wu, Zhaocong; Hu, Zhongwen; Jian, Canliang; Luo, Shaojie; Mou, Lichao; Zhu, Xiao Xiang; Molinier, Matthieu

A Lightweight Deep Learning-Based Cloud Detection Method for Sentinel-2A Imagery Fusing Multiscale Spectral and Spatial Features Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 60 , pp. 1–19, 2022.

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Heidler, Konrad; Mou, Lichao; Baumhoer, Celia; Dietz, Andreas; Zhu, Xiao Xiang

HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic Coastline Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 60 , pp. 1-14, 2022.

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Hua, Yuansheng; Marcos, Diego; Mou, Lichao; Zhu, Xiao Xiang; Tuia, Devis

Semantic Segmentation of Remote Sensing Images With Sparse Annotations Journal Article

IEEE Geoscience and Remote Sensing Letters, 19 , pp. 1-5, 2022.

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

CG-Net: Conditional GIS-Aware Network for Individual Building Segmentation in VHR SAR Images Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 60 , pp. 1-15, 2022.

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Geiß, Christian; Zhu, Yue; Qiu, Chunping; Mou, Lichao; Zhu, Xiao Xiang; Taubenböck, Hannes

Deep Relearning in the Geospatial Domain for Semantic Remote Sensing Image Segmentation Journal Article

IEEE Geoscience and Remote Sensing Letters, 19 , pp. 1-5, 2022.

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Zaidi, Syed Ali S; Fraz, Muhammad Moazam; Shahzad, Muhammad; Khan, Sharifullah

A multiapproach generalized framework for automated solution suggestion of support tickets Journal Article

International Journal of Intelligent Systems, 37 (6), pp. 3654-3681, 2022.

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L., Xia Zhu Jin Mou G X P

Anomaly Detection in Aerial Videos with Transformers Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 2022, (in press).

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Guo, Jianhua; Xu, Qingsong; Zeng, Yue; Liu, Zhiheng; Zhu, Xiaoxiang

Semi-Supervised Cloud Detection in Satellite Images by Considering the Domain Shift Problem Journal Article

Remote Sensing, 14 (11), 2022, ISSN: 2072-4292.

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

Fusing multiple untrained networks for hyperspectral change detection Inproceedings

XXIV ISPRS Congress 2022, 2022.

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Zhao, Shan; Saha, Sudipan; Zhu, Xiao Xiang

Graph neural network based open-set domain adaptation Inproceedings

XXIV ISPRS Congress 2022, 2022.

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Saha, Sudipan; Zhan, Shao; Shahzad, Muhammad; Zhu, Xiao Xiang

Mitigating distribution shift for multi-sensor classification Inproceedings

IEEE Geoscience and Remote Sensing Symposium 2022, IEEE, 2022.

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Gawlikowski, Jakob; Saha, Sudipan; Niebling, Julia; Zhu, Xiao Xiang

Robust Distribution-Shift Aware SAR-Optical Data Fusion for Multi-Label Scene Classification Inproceedings

IEEE Geoscience and Remote Sensing Symposium 2022, IEEE, 2022.

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Hermann, Martin; Saha, Sudipan; Zhu, Xiao Xiang

Few-Shot Filtering for the Detection of Specialized Change in Remote Sensing Inproceedings

ICLR 2022 Workshop on Practical ML for Developing Countries, 2022.

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Li, Qingyu; Shi, Yilei; Zhu, Xiao

Semi-Supervised Building Footprint Generation with Feature and Output Consistency Training

2022.

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Diaconu, Codruț-Andrei; Saha, Sudipan; Günnemann, Stephan; Zhu, Xiao Xiang

Understanding the Role of Weather Data for Earth Surface Forecasting using a ConvLSTM-based Model Inproceedings

CVPR 2022 Workshop Earthvision, 2022.

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Gu, Ziqi; Ebel, Patrick; Yuan, Qiangqiang; Schmitt, Michael; Zhu, Xiao Xiang

Explicit Haze & Cloud Removal for Global Land Cover Classification Inproceedings

CVPR Workshops, pp. 1–6, 2022.

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Saha, Sudipan; Zhao, Shan; Sheikh, Nasrullah; Zhu, Xiao Xiang

Reiterative Domain Aware Multi-Target Adaptation Inproceedings

German Conference on Pattern Recognition (GCPR), 2022.

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M., Mou Song Zhu Saha Shahzad L Q X S

Unsupervised Single-Scene Semantic Segmentation for Earth Observation Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 2022.

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2021

Usmani, Fehmida; Khan, Ihtesham; Siddiqui, Mehek; Khan, Mahnoor; Bilal, Muhammad; Masood, M; Ahmad, Arsalan; Shahzad, Muhammad; Curri, Vittorio

Cross-feature trained machine learning models for QoT-estimation in optical networks Journal Article

Optical Engineering, 60 (12), pp. 125106, 2021.

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Bloice, Marcus D; Roth, Peter M; Holzinger, Andreas

Performing Arithmetic Using a Neural Network Trained on Images of Digit Permutation Pairs Journal Article

J. Intell. Inf. Syst., 57 (3), pp. 547–562, 2021, ISSN: 0925-9902.

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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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Bloice, M D; Roth, P M; Holzinger, A

Performing arithmetic using a neural network trained on images of digit permutation pairs Journal Article

Journal of Intelligent Information Systems, 57 , pp. 547–562, 2021.

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Perko, Roland; Almer, Alexander; Theuermann, Mario; Klopschitz, Manfred; Schnsbel, Thomas; Roth, Peter

Protocol Design Issues for Object Density Estimation and Counting in Remote Sensing Book Chapter

2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, IEEE, 2021.

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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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218 entries « 3 of 5 »

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