Prof. Dr. Björn Ommer

Publications

• Gui, Ming; Fischer, Johannes S.; Prestel, Ulrich; Ma, Pingchuan; Kotovenko, Dmytro; Grebenkova, Olga; Baumann, Stefan Andreas; Hu, Vincent Tao; Ommer, Björn (2024)

  DepthFM: Fast Monocular Depth Estimation with Flow Matching

  Conference paper
  DOI: 10.48550/arxiv.2403.13788
  Project: KLIMA-MEMES
• Fundel, Frank; Schusterbauer, Johannes; Hu, Vincent Tai; Ommer, Björn (2024)

  Distillation of Diffusion Features for Semantic Correspondence

  Conference paper
  DOI: 10.48550/arxiv.2412.03512
  Project: KLIMA-MEMES
• Kotovenko, Dmytro; Ma, Pingchuan; Milbich, Timo; Ommer, Björn (2024)

  Cross-Image-Attention for Conditional Embeddings in Deep Metric Learning

  Conference paper
  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, P. 11070-11081
  https://openaccess.thecvf.com/content/CVPR2023/papers/Kotovenko_Cross-Image-Attention_for_Conditional_Embeddings_in_Deep_Metric_Learning_CVPR_2023_paper.pdf
  Project: KLIMA-MEMES
• Schusterbauer, Johannes; Gui, Ming; Fundel, Frank; Ommer, Björn (2025)

  Diff2Flow: Training Flow Matching Models via Diffusion Model Alignment

  Conference paper
  https://doi.org/10.48550/arXiv.2506.02221
  Project: KLIMA-MEMES
• Fundel, Frank; Schusterbauer, Johannes; Hu, Vincent Tao; Ommer, Björn (2025)

  Distillation of Diffusion Features for Semantic Correspondence

  DistillDIFT

  Conference paper
  Winter Conference on Applications of Computer Vision (WACV)
  https://arxiv.org/abs/2412.03512
  Project: KLIMA-MEMES
• Ma, Pingchuan; Rietdorf, Lennart; Kotovenko, Dmytro; Hu, Vincent Tao; Ommer, Björn (2025)

  Does VLM Classification Benefit from LLM Description Semantics?

  Conference paper
  Association for the Advancement of Artificial Intelligence (AAAI)
  https://doi.org/10.48550/arXiv.2412.03512
  Project: KLIMA-MEMES
• Gui, Ming; Schusterbauer, Johannes; Prestel, Ulrich; Ma, Pingchuan; Kotovenko, Dmytro; Grebenkova, Olga; Baumann, Stefan Andreas; Hu, Vincent Tao; Ommer, Björn (2025)

  Fast Monocular Depth Estimation with Flow Matching

  DepthFM

  Conference paper
  Association for the Advancement of Artificial Intelligence (AAAI)
  https://doi.org/10.48550/arXiv.2403.13788
  Project: KLIMA-MEMES
• Schusterbauer, Johannes; Gui, Ming; Fundel, Frank; Ommer, Björn (2025)

  Training Flow Matching Models via Diffusion Model Alignment

  Diff2Flow

  Conference paper
  Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  https://doi.org/10.48550/arXiv.2506.02221
  Project: KLIMA-MEMES
• Baumann, Stefan Andreas; Krause, Felix; Neumayr, Michael; Stracke, Nick; Sevi, Melvin; Hu, Vincent Tao; Ommer, Björn (2025)

  Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions

  Conference paper
  Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  https://doi.org/10.48550/arXiv.2403.17064
  Project: KLIMA-MEMES
• Stracke, Nick; Baumann, Stefan Andreas; Bauer, Kolja; Fundel, Frank; Ommer, Björn (2025)

  Diffusion Features without Noise

  CleanDIFT

  Conference paper
  Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  https://doi.org/10.48550/arXiv.2412.03439
  Project: KLIMA-MEMES
• Krause, Felix; Phan, Timy; Gui, Ming; Baumann, Stefan Andreas; Hu, Vincent Tao; Ommer, Björn (2025)

  Token Routing for Efficient Architecture-agnostic Diffusion Training

  TREAD

  Conference paper
  Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)
  https://doi.org/10.48550/arXiv.2501.04765
  Project: KLIMA-MEMES
• Baumann, Stefan Andreas; Stracke, Nick; Phan, Timy; Ommer, Björn (2025)

  Understanding Motion Through Sparse Interactions

  What If

  Conference paper
  Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)
  https://doi.org/10.48550/arXiv.2510.12777
  Project: KLIMA-MEMES
• Ma, Pingchuan; Gui, Ming; Schusterbauer, Johannes; Yang, Xiaopei; Grebenkova, Olga; Hu, Vincent Tao; Ommer, Björn (2025)

  Stochastic Interpolants for Revealing Stylistic Flows across the History of Art

  Conference paper
  Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)
  https://openaccess.thecvf.com/content/ICCV2025/html/Ma_Stochastic_Interpolants_for_Revealing_Stylistic_Flows_across_the_History_of_ICCV_2025_paper.html
  Project: KLIMA-MEMES
• Ma, Pingchuan; Yang, Xiaopei; Li, Yusong; Gui, Ming; Krause, Felix; Schusterbauer, Johannes; Ommer, Björn (2025)

  Implicitly Learning Style and Content Disentanglement with Flow Models

  SCFlow

  Conference paper
  Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)
  https://doi.org/10.48550/arXiv.2508.03402
  Project: KLIMA-MEMES
• Governing AI innovation for good

  Vortrag
  Project: KLIMA-MEMES
• Diff2Flow

  Training Flow Matching Models via Diffusion Model Alignment

  Vortrag
  Project: KLIMA-MEMES
• Generative KI und die Zukunft der Intelligenz

  Vortrag
  Project: KLIMA-MEMES
• Generative KI und die Zukunft von Intelligenz

  Vortrag
  Project: KLIMA-MEMES