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Jakob Gawlikowski
Jakob Gawlikowski
PhD Student at German Aerospace Center (DLR) and Technical University of Munich (TUM)
在 dlr.de 的电子邮件经过验证
标题
引用次数
引用次数
年份
A survey of uncertainty in deep neural networks
J Gawlikowski, CRN Tassi, M Ali, J Lee, M Humt, J Feng, A Kruspe, ...
Artificial Intelligence Review 56 (Suppl 1), 1513-1589, 2023
8972023
An advanced dirichlet prior network for out-of-distribution detection in remote sensing
J Gawlikowski, S Saha, A Kruspe, XX Zhu
IEEE Transactions on Geoscience and Remote Sensing 60, 1-19, 2022
402022
The unreasonable effectiveness of deep evidential regression
N Meinert, J Gawlikowski, A Lavin
Proceedings of the AAAI Conference on Artificial Intelligence 37 (8), 9134-9142, 2023
242023
Leveraging Graph and Deep Learning Uncertainties to Detect Anomalous Maritime Trajectories
SK Singh, JS Fowdur, J Gawlikowski, D Medina
IEEE Transactions on Intelligent Transportation Systems 23 (12), 23488-23502, 2022
15*2022
Explaining the Effects of Clouds on Remote Sensing Scene Classification
J Gawlikowski, P Ebel, M Schmitt, XX Zhu
IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2022
132022
On the fusion strategies of Sentinel-1 and Sentinel-2 data for local climate zone classification
J Gawlikowski, M Schmitt, A Kruspe, XX Zhu
IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium …, 2020
112020
The impact of averaging logits over probabilities on ensembles of neural networks.
CRN Tassi, J Gawlikowski, AU Fitri, R Triebel
AISafety@ IJCAI, 2022
62022
Towards Out-of-Distribution Detection for Remote Sensing
J Gawlikowski, S Saha, A Kruspe, XX Zhu
2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 8676 …, 2021
62021
Out-of-distribution detection in satellite image classification
J Gawlikowski, S Saha, A Kruspe, XX Zhu
arXiv preprint arXiv:2104.05442, 2021
52021
Estimating Uncertainty of Deep Learning Multi-Label Classifications Using Laplace Approximation
F Rewicki, J Gawlikowski
IGARSS 2022-2022 IEEE International Geoscience and Remote Sensing Symposium …, 2022
32022
Fusing multiple untrained networks for hyperspectral change detection
S Saha, J Gawlikowski, XX Zhu
The International Archives of the Photogrammetry, Remote Sensing and Spatial …, 2022
32022
Handling unexpected inputs: incorporating source-wise out-of-distribution detection into SAR-optical data fusion for scene classification
J Gawlikowski, S Saha, J Niebling, XX Zhu
EURASIP Journal on Advances in Signal Processing 2023 (1), 47, 2023
22023
Structuring uncertainty for fine-grained sampling in stochastic segmentation networks
F Nussbaum, J Gawlikowski, J Niebling
Advances in Neural Information Processing Systems 35, 27678-27691, 2022
12022
Robust Distribution-Shift Aware Sar-Optical data Fusion for Multi-Label Scene Classification
J Gawlikowski, S Saha, J Niebling, XX Zhu
IGARSS 2022-2022 IEEE International Geoscience and Remote Sensing Symposium …, 2022
12022
Few-shot learning for skin lesion classification: A prototypical networks approach
S Chamarthi, K Fogelberg, J Gawlikowski, TJ Brinker
Informatics in Medicine Unlocked, 101520, 2024
2024
Compact Feature Representation for Unsupervised Ood Detection
S Saha, J Gawlikowski, J Nandy, XX Zhu
IGARSS 2022-2022 IEEE International Geoscience and Remote Sensing Symposium …, 2022
2022
Uncertainties in neural networks
J Gawlikowski
Data Science Day 2023, 0
ON THE RELEVANCE OF SAR AND OPTICAL MODALI-TIES IN DEEP LEARNING-BASED DATA FUSION
J Gawlikowski, NM Gottschling
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