The main limitation of current artificial intelligence (AI) systems is that they do not have a causal generative understanding of our world. We believe that this deficiency is the root cause of foundational open problems in AI, such as the need for large-scale human supervision, the lack of interpretability and the lack of robustness. Our group investigates foundational research problems that enable AI systems to become a self-learning, safe, secure, and human understandable component of our everyday lives. Our research integrates aspects from Machine Learning, Visual Computing, and Computer Security.
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News
[Apr 2024] | We will organize the "3rd Workshop for Out-of-Distribution Generalization in Computer Vision" and the "AI for Visual Arts Workshop and Challenges" at ECCV 2024. Details coming soon. |
[Mar 2024] | We have four papers accepted to CVPR 2024. |
[Jan 2024] | We have three papers accepted to ICLR 2024 (one spotlight). |
[Jan 2024] | Haoran Wang joined our lab as a visiting student, welcome! |
[Jan 2024] | We will organize the 2nd edition of the Workshop on Generative Models for Computer Vision at CVPR 2024. |
[Oct 2023] | Two papers accepted to WACV 2024. |
[Oct 2023] | One paper accepted to NeurIPS 2023. |
[Oct 2023] | Olaf Dünkel joined our lab as a PhD student, welcome! |
[Aug 2023] | Adam will serve as Area Chair for CVPR 2024. Great honor! |
[Aug 2023] | One paper accepted to TPAMI. |
[Aug 2023] | One paper accepted to the journal track of SIGGRAPH ASIA 2023. Paper will soon be available online. |
[Jul 2023] | Two papers accepted at ICCV 2023. |
[May 2023] | Leonhard Sommer joined our lab as a PhD student, welcome! |
[Mar 2023] | We will organize the 2nd Workshop on Out Of Distribution Generalization in Computer Vision at ICCV 2023. |
[Mar 2023] | We will organize the 4th Workshop on Adversarial Robustness in the Real World at ICCV 2023. |
[Mar 2023] | Adam will give a talk at the 5th Workshop on Vision for All Seasons: Adverse Weather and Lighting Conditions at CVPR 2023. |
[Mar 2023] | Our paper was selected as highlight at CVPR 2023 (top 2.5%)! |
[Mar 2023] | Adam will serve as Area Chair for NeurIPS 2023. Great honor! |
[Feb 2023] | Three papers (one highlight) accepted at CVPR 2023. |
[Feb 2023] | Adam will give a talk at the TrustML Young Scientist Seminar in March. |
[Feb 2023] | Adam will give a talk at the Workshop on Practical Deep Learning in the Wild at AAAI 2023. |
[Jan 2023] | Two papers accepted at ICLR 2023. |
[Jan 2023] | Two papers accepted at EUROGRAPHICS 2023. |
[Dec 2023] | We will organize the Workshop on Generative Models for Computer Vision at CVPR 2023. |
[Oct 2022] | Join us at ECCV 2022 in the Workshop on Out Of Distribution Generalization in Computer Vision. |
[Oct 2022] | Two papers accepted at WACV 2023. |
[Sep 2022] | Best paper honorable mention at VMV 2022. |
[Jul 2022] | Three papers (one oral) at ECCV 2022 . |
[Jul 2022] | Adam Kortylewski was appointed as Emmy Noether group leader at the University of Freiburg. |
[Apr 2022] |
We organize three Workshops at ECCV 2022! We cover different aspects of robustness in computer vision: Out-of-distribution generalization, Cross-dataset generalization, and Adversarial Robustness. |
[Mar 2022] | Four papers (one oral) at CVPR 2022. |
[Feb 2022] | Adam Kortylewski was appointed as research group leader at the Max Planck Instutite for Informatics. |