Jakob Gawlikowski

Deutsches Zentrum für Luft- und Raumfahrt e. V. (DLR) — Germany

Engineering · Physical Sciences

8h-index1.5kcitations24works1.62yr avg
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Research Topics

Remote-Sensing Image Classification(10), Anomaly Detection Techniques and Applications(7), Fault Detection and Control Systems(4), Remote Sensing in Agriculture(3), Maritime Navigation and Safety(3)

Publications24 total

Contributors
Elsevier eBooks·2025Open Access
Multi-sensor Earth observation: outlook
Elsevier eBooks·2025· 2 cited
Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning
arXiv (Cornell University)·2024· 1 citedOpen Access
Unraveling Anomalies in Time: Unsupervised Discovery and Isolation of Anomalous Behavior in Bio-regenerative Life Support System Telemetry
arXiv (Cornell University)·2024Open Access
Using AI for Radio (Big) Data
Astrophysics and space science library·2024
Few-shot learning for skin lesion classification: A prototypical networks approach
Informatics in Medicine Unlocked·2024· 8 citedOpen Access
Unraveling Anomalies in Time: Unsupervised Discovery and Isolation of Anomalous Behavior in Bio-Regenerative Life Support System Telemetry
Lecture notes in computer science·2024Open Access
A survey of uncertainty in deep neural networks
Artificial Intelligence Review·2023· 1.0k citedOpen Access
The Unreasonable Effectiveness of Deep Evidential Regression
Proceedings of the AAAI Conference on Artificial Intelligence·2023· 25 citedOpen Access
Handling unexpected inputs: incorporating source-wise out-of-distribution detection into SAR-optical data fusion for scene classification
EURASIP Journal on Advances in Signal Processing·2023· 12 citedOpen Access
Leveraging Graph and Deep Learning Uncertainties to Detect Anomalous Maritime Trajectories
IEEE Transactions on Intelligent Transportation Systems·2022· 29 cited
Estimating Uncertainty of Deep Learning Multi-Label Classifications Using Laplace Approximation
IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium·2022· 7 cited
Robust Distribution-Shift Aware Sar-Optical data Fusion for Multi-Label Scene Classification
IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium·2022· 1 cited
Compact Feature Representation for Unsupervised Ood Detection
IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium·2022· 3 cited
FUSING MULTIPLE UNTRAINED NETWORKS FOR HYPERSPECTRAL CHANGE DETECTION
˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences·2022· 5 citedOpen Access
The Unreasonable Effectiveness of Deep Evidential Regression
arXiv (Cornell University)·2022· 4 citedOpen Access
Explaining the Effects of Clouds on Remote Sensing Scene Classification
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing·2022· 35 citedOpen Access
An Advanced Dirichlet Prior Network for Out-of-Distribution Detection in Remote Sensing
IEEE Transactions on Geoscience and Remote Sensing·2022· 53 citedOpen Access
Towards Out-of-Distribution Detection for Remote Sensing
2021· 7 cited
A Survey of Uncertainty in Deep Neural Networks
arXiv (Cornell University)·2021· 242 citedOpen Access
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Frequent Co-authors

Xiao Xiang Zhu(11), Sudipan Saha(9), Anna Kruspe(6), Julia Niebling(5), Jaya Shradha Fowdur(3), Daniel Medina(3), Ferdinand Rewicki(3), Cedrique Rovile Njieutcheu Tassi(2), Matthias Humt(2), Jianxiang Feng(2), Rudolph Triebel(2), Peter Jung(2), Ribana Roscher(2), Richard Bamler(2), Michael Schmitt(2), Sandeep Kumar Singh(2), N. Meinert(2), Alexander Lavin(2), Sireesha Chamarthi(2), Joachim Denzler(2)