Publications

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144 entries « 1 of 3 »

2022

Fang Xu Yilei Shi, Patrick Ebel Lei Yu Gui-Song Xia Wen Yang ; Zhu, Xiao Xiang

GLF-CR: SAR-Enhanced Cloud Removal with Global-Local Fusion Journal Article Forthcoming

ISPRS Journal of Photogrammetry and Remote Sensing, Forthcoming.

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Mrinalini Kochupillai Matthias Kahl, Michael Schmitt Hannes Taubenböck Xiao Xiang Zhu

Artificial Intelligence for Earth Observation: Understanding Emerging Ethical Issues and Opportunities Journal Article Forthcoming

IEEE Geoscience and Remote Sensing Magazine, Forthcoming.

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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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Li, Tian; Dawson, Geoffrey J; Chuter, Stephen J; Bamber, Jonathan L

A high-resolution Antarctic grounding zone product from ICESat-2 laser altimetry Journal Article

Earth System Science Data, 14 , pp. 535-557, 2022, ISSN: 1866-3516.

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Lehmann, Fanny; Vishwakarma, Bramha Dutt; Bamber, Jonathan

How well are we able to close the water budget at the global scale? Journal Article

Hydrology and Earth System Sciences, 26 , pp. 35-54, 2022, ISSN: 1607-7938.

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

An Advanced Dirichlet Prior Network for Out-of-Distribution Detection in Remote Sensing Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 2022.

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

Multi-target domain adaptation for remote sensing classification using graph neural network Journal Article

IEEE Geoscience and Remote Sensing Letters, 2022.

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Roschlaub, Robert; Glock, Clemens; Möst, Karin; Hümmer, Frank; Li, Qingyu; Auer, Stefan; Kruspe, Anna; Zhu, Xiao Xiang

Implementierung einer KI-Infrastruktur zur automatisierten Erkennung von landesweiten Gebäudeveränderungen aus Luftbildern Journal Article

ZFV - Zeitschrift für Geodasie, Geoinformation und Landmanagement, 2022.

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Stadtler, Scarlet; Betancourt, Clara; Roscher, Ribana

Explainable Machine Learning Reveals Capabilities, Redundancy, and Limitations of a Geospatial Air Quality Benchmark Dataset Journal Article

Machine Learning and Knowledge Extraction, 4 , pp. 150-171, 2022, ISSN: 2504-4990.

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Betancourt, C; Stomberg, T T; Edrich, A -K; Patnala, A; Schultz, M G; Roscher, R; Kowalski, J; Stadtler, S

Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties Journal Article

Geoscientific Model Development Discussions, 2022 , pp. 1-36, 2022.

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Li, Tian; Dawson, Geoffrey J; Chuter, Stephen J; Bamber, Jonathan L

A high-resolution Antarctic grounding zone product from ICESat-2 laser altimetry Journal Article

Earth System Science Data, 14 , pp. 535–557, 2022, ISSN: 1866-3516.

Abstract | Links | BibTeX | Tags:

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

An Advanced Dirichlet Prior Network for Out-of-Distribution Detection in Remote Sensing Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 2022.

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Roschlaub, Robert; Glock, Clemens; Möst, Karin; Hümmer, Frank; Li, Qingyu; Auer, Stefan; Kruspe, Anna; Zhu, Xiao Xiang

Implementierung einer KI-Infrastruktur zur automatisierten Erkennung von landesweiten Gebäudeveränderungen aus Luftbildern Journal Article

ZFV - Zeitschrift für Geodasie, Geoinformation und Landmanagement, 2022.

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Khan, Shfaqat A; Bamber, Jonathan L; Rignot, Eric; Helm, Veit; Aschwanden, Andy; Holland, David M; van den Broeke, Michiel; King, Michalea; Noël, Brice; Truffer, Martin; Humbert, Angelika; Colgan, William; Vijay, Saurabh; Munneke, Peter Kuipers

Greenland Mass Trends From Airborne and Satellite Altimetry During 2011–2020 Journal Article

Journal of Geophysical Research: Earth Surface, 127 , pp. e2021JF006505, 2022, ISSN: 2169-9011.

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

MultiScene: A Large-Scale Dataset and Benchmark for Multiscene Recognition in Single Aerial Images Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 60 , 2022, ISSN: 15580644.

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Cummings, Sol; Kondmann, Lukas; Zhu, Xiaoxiang

Siamese Attention U-Net for Multi-Class Change Detection. Inproceedings

2022.

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EPFL, Jonathan Sauder; Genzel, Martin; Berlin, Peter TU Jung

Gradient-Based Learning of Discrete Structured Measurement Operators for Signal Recovery Miscellaneous

2022.

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Lehmann, Fanny; Vishwakarma, Bramha Dutt; Bamber, Jonathan

How well are we able to close the water budget at the global scale? Journal Article

Hydrology and Earth System Sciences, 26 , pp. 35-54, 2022, ISSN: 1607-7938.

Abstract | Links | BibTeX | Tags:

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

Multi-target domain adaptation for remote sensing classification using graph neural network Journal Article

IEEE Geoscience and Remote Sensing Letters, 2022.

BibTeX | Tags:

Stadtler, Scarlet; Betancourt, Clara; Roscher, Ribana

Explainable Machine Learning Reveals Capabilities, Redundancy, and Limitations of a Geospatial Air Quality Benchmark Dataset Journal Article

Machine Learning and Knowledge Extraction, 4 , pp. 150-171, 2022, ISSN: 2504-4990.

Abstract | Links | BibTeX | Tags:

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, 60 , 2022, ISSN: 15580644.

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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, 60 , 2022, ISSN: 15580644.

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Betancourt, C; Stomberg, T T; Edrich, A -K; Patnala, A; Schultz, M G; Roscher, R; Kowalski, J; Stadtler, S

GMDD - Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties Journal Article

Geosci. Model Dev., pp. 1-36, 2022.

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Song, Qian; Albrecht, Conrad M; Xiong, Zhitong; Zhu, Xiao Xiang

Towards Global Forest Biomass estimators from tree height data Inproceedings

2022.

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L., Wang Zhu Yuan Mou Q X Z

From Easy to Hard: Learning Language-guided Curriculum for Visual Question Answering on Remote Sensing Data Journal Article

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

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Heidler, Konrad; Mou, Lichao; Loebel, Erik; Scheinert, Mirko; `e, Sébastien" Lef; Zhu, Xiao Xiang

Deep Active Contour Models for Delineating Glacier Calving Fronts Inproceedings

IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, 2022.

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Gütter, Jonas; Niebling, Julia; Zhu, Xiao Xiang

Analysing the interactions between training dataset size, label noise and model performance in remote sensing data Inproceedings

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

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Wang, Yi; Albrecht, Conrad M; Zhu, Xiao Xiang

Self-supervised Vision Transformers for Joint SAR-optical Representation Learning Journal Article

2022.

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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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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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144 entries « 1 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