Publications

218 entries « 2 of 5 »

2023

Xiangyu, Zhao; Jingliang, Hu; Lichao, Mou; Zhitong, Xiong; Xiang, Zhu Xiao

Cross-city Landuse classification of remote sensing images via deep transfer learning Journal Article

International Journal of Applied Earth Observation and Geoinformation, 122 , pp. 103358, 2023, ISSN: 1569-8432.

Links | BibTeX | Tags: Cross-city classification, Deep learning, Domain adaptation, Local climate zone classification, Sentinel-1, Sentinel-2, Transfer learning

Xin-Yi, Tong; Gui-Song, Xia; Xiang, Zhu Xiao

Enabling country-scale land cover mapping with meter-resolution satellite imagery Journal Article

ISPRS Journal of Photogrammetry and Remote Sensing, 196 , pp. 178-196, 2023, ISSN: 0924-2716.

Links | BibTeX | Tags: Classification, Dataset, Deep learning, Domain adaptation, Gaofen-1, Gaofen-2, High-spatial resolution, Land cover mapping, Megacity, PlanetScope, Sentinel-2, Transfer learning

Xiong, Zhitong; Huang, Wei; Hu, Jingtao; Zhu, Xiao

THE Benchmark: Transferable Representation Learning for Monocular Height Estimation Journal Article

IEEE Transactions on Geoscience and Remote Sensing, PP , pp. 1-1, 2023.

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Xu, Fang; Shi, Yilei; Ebel, Patrick; Yang, Wen; Zhu, Xiao

High-Resolution Cloud Removal with Multi-Modal and Multi-Resolution Data Fusion: A New Baseline and Benchmark Journal Article

2023.

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Xu, Qingsong; Shi, Yilei; Guo, Jianhua; Ouyang, Chaojun; Zhu, Xiao

UCDFormer: Unsupervised Change Detection Using a Transformer-driven Image Translation Journal Article

Joint Urban Remote Sensing Event (JURSE), 2023 , 2023, ISBN: 978-1-6654-9374-1.

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Xu, Qingsong; Shi, Yilei; Yuan, Xin; Zhu, Xiao Xiang

Universal Domain Adaptation for Remote Sensing Image Scene Classification Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 61 , pp. 1-15, 2023, ( ).

Links | BibTeX | Tags: Remote sensing Adaptation models Data models Uncertainty Image classification Entropy Earth Remote sensing image classification source data generation (SDG) transferable weight universal domain adaptation (DA)

Zhang, Fahong; Shi, Yilei; Xiong, Zhitong; Huang, Wei; Zhu, Xiao

Pseudo Features-Guided Self-Training for Domain Adaptive Semantic Segmentation of Satellite Images Journal Article

IEEE Transactions on Geoscience and Remote Sensing, PP , pp. 1-1, 2023.

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Zhou, Fei; Sun, Xin; Sun, Chengze; Dong, Junyu; Zhu, Xiao Xiang

Adaptive Morphology Filter: A Lightweight Module for Deep Hyperspectral Image Classification Journal Article

IEEE Transactions on Geoscience and Remote Sensing, 61 , pp. 1-16, 2023.

Links | BibTeX | Tags: Convolution Kernel Morphology Feature extraction Training Hyperspectral imaging Information filters Deep learning (DL) hyperspectral image (HSI) classification morphology filter structural reparameterization (SRP)

Dong, Runmin; Mou, Lichao; Chen, Mengxuan; Li, Weijia; Tong, Xin-Yi; Yuan, Shuai; Zhang, Lixian; Zheng, Juepeng; Zhu, Xiao Xiang; Fu, Haohuan

Large-Scale Land Cover Mapping with Fine-Grained Classes via Class-Aware Semi-Supervised Semantic Segmentation Miscellaneous

Proceedings of ICCV 2023, Paris, France, 2023.

Links | BibTeX | Tags:

Ebel, Patrick; Garnot, Vivien Sainte Fare; Schmitt, Michael; Wegner, Jan; Zhu, Xiao

UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series Book

2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2023, ISBN: 979-8-3503-0250-9.

Links | BibTeX | Tags:

2022

Bamber J. L., Oppenheimer Kopp Aspinall M R E W P; Cooke, R M

Climate Processes Driving the Uncertainty in Projections of Future Sea Level Rise: Findings From a Structured Expert Judgement Approach Journal Article

Earth's Future, 10 (10), 2022.

Abstract | Links | BibTeX | Tags: .

Yann Ziegler Bramha Dutt Vishwakarma, Aoibheann Brady Stephen Chuter Sam Royston Richard Westaway Jonathan Bamber M L

Can GPS and GRACE data be used to separate past and present-day surface loading in a data-driven approach? Journal Article

Geophysical Journal International, 232 (2), pp. 884-901, 2022.

Abstract | Links | BibTeX | Tags: .

Vishwakarma B. D., Ziegler Bamber Y J L; Royston, S

Separating GIA signal from surface mass change using GPS and GRACE data Journal Article

Geophysical Journal International, 232 (1), pp. 537-547, 2022.

Abstract | Links | BibTeX | Tags: .

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

ISPRS Journal of Photogrammetry and Remote Sensing, 2022.

BibTeX | Tags: .

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

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

IEEE Geoscience and Remote Sensing Magazine, 2022.

BibTeX | Tags: .

Grinsted A., Bamber Bingham Buzzard Nias Ng J R S I K; Weeks, J

The Transient Sea Level response to external forcing in CMIP6 models Journal Article

Earth's Future, 10 (10), 2022.

Abstract | Links | BibTeX | Tags: .

Vishwakarma BD Ramsankaran R, Azam MF Bolch Mandal Srivastava Kumar Sahu Navinkumar PJ Tanniru SR Javed Soheb Dimri AP Yadav Devaraju Chinnasamy Reddy MJ Murugesan GP Arora Jain SK Ojha CSP Harrison T A S P R A M M B P M S; J, Bamber

Challenges in Understanding the Variability of the Cryosphere in the Himalaya and Its Impact on Regional Water Resources Journal Article

Frontiers in Water, 4 , 2022.

Abstract | Links | BibTeX | Tags: .

Sam Royston Rory J. Bingham, ; Bamber, Jonathan L

Attributing decadal climate variability in coastal sea-level trends Journal Article

Ocean Science, 18 (4), pp. 1093–1107, 2022.

Abstract | Links | BibTeX | Tags: .

van den Khan S. A., Colgan Neumann Broeke Brunt Noël Bamber Hassan W T A M R K M B J L J; Bjørk, A A

Accelerating Ice Loss From Peripheral Glaciers in North Greenland Journal Article

Geophysical Research Letters, 49 (12), 2022.

Abstract | Links | BibTeX | Tags: .

Rosa, Laura Elena Cué La; Oliveira, Dário Augusto Borges

Learning from Label Proportions with Prototypical Contrastive Clustering Journal Article

Proceedings of the AAAI Conference on Artificial Intelligence, 36 (2), pp. 2153-2161, 2022.

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Chuter S. J., Zammit-Mangion Rougier Dawson A J G; Bamber, J L

Mass evolution of the Antarctic Peninsula over the last 2 decades from a joint Bayesian inversion Journal Article

The Cryosphere, 16 (4), pp. 1349-1367, 2022.

Abstract | Links | BibTeX | Tags: .

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

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

IEEE Transactions on Geoscience and Remote Sensing, 2022.

Abstract | BibTeX | Tags:

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

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

Journal of Geophysical Research: Earth Surface, 127 (4), 2022.

Abstract | Links | BibTeX | Tags: .

Tom Mitcham G. Hilmar Gudmundsson, ; Bamber, Jonathan L

The instantaneous impact of calving and thinning on the Larsen C Ice Shelf Journal Article

The Cryosphere, 16 (3), pp. 883–901, 2022.

Abstract | Links | BibTeX | Tags: .

Li T., Dawson Chuter G J S J; Bamber, J L

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

Earth System Science Data, 14 (2), pp. 535–557, 2022.

Abstract | Links | BibTeX | Tags: .

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:

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:

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.

Abstract | Links | 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:

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.

Links | BibTeX | Tags:

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.

BibTeX | Tags:

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.

Abstract | Links | BibTeX | Tags:

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.

Links | BibTeX | Tags:

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.

Abstract | Links | BibTeX | Tags:

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.

Abstract | Links | BibTeX | Tags:

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.

Abstract | Links | BibTeX | Tags:

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.

Abstract | Links | BibTeX | Tags:

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.

Links | BibTeX | Tags:

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).

BibTeX | Tags:

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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218 entries « 2 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