Timo Milbich Ph.D. | publications

2021

Characterizing Generalization under Out-Of-Distribution Shifts in Deep Metric Learning

Milbich*, T., Roth*, K., Sinha, S., Schmidt, L., Ghassemi, M., and Ommer, B.

In Advances in Neural Information Processing Systems (NeurIPS) 2021

NeuRIPS

arXiv Bib Code

@inproceedings{milbich2020ooDML,
  title = {Characterizing Generalization under Out-Of-Distribution Shifts in Deep Metric Learning},
  author = {Milbich*, T. and Roth*, K. and Sinha, S. and Schmidt, L. and Ghassemi, M. and Ommer, B.},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  selected = {true},
  arxiv = {2107.09562},
  bibtex_show = {true},
  abbr = {NeuRIPS},
  code = {https://github.com/CompVis/Characterizing_Generalization_in_DML},
  thumbnail = {/assets/img/neurips21_thumbnail.png}
}

S2SD: Simultaneous Similarity-based Self-Distillation for Deep Metric Learning

Roth, K., Milbich, T., Ommer, B., Cohen, J.P., and Ghassemi, M.

International Conference on Machine Learning (ICML) 2021

ICML

arXiv Bib Code

@article{roth2021s2sd,
  title = {S2SD: Simultaneous Similarity-based Self-Distillation for Deep Metric Learning},
  author = {Roth, K. and Milbich, T. and Ommer, B. and Cohen, J.P. and Ghassemi, M.},
  journal = {International Conference on Machine Learning (ICML)},
  year = {2021},
  selected = {false},
  arxiv = {2009.08348},
  bibtex_show = {true},
  abbr = {ICML},
  code = {https://github.com/MLforHealth/S2SD},
  thumbnail = {/assets/img/icml21_thumbnail.png}
}

Visual Similarity and Representation Learning

Milbich, T.

Dissertation/PhD Thesis 2021

PhD

Bib HTML

@article{milbich2021phd,
  title = {Visual Similarity and Representation Learning},
  author = {Milbich, T.},
  journal = {Dissertation/PhD Thesis},
  year = {2021},
  selected = {false},
  html = {https://archiv.ub.uni-heidelberg.de/volltextserver/30731/},
  bibtex_show = {true},
  abbr = {PhD},
  thumbnail = {/assets/img/phd_thumbnail.png}
}

iPOKE: Poking a Still Image for Controlled Stochastic Video Synthesis

Blattmann, A., Milbich, T., Dorkenwald, M., and Ommer, B.

In International Conference on Computer Vision (ICCV) 2021

ICCV

arXiv Bib Code Website

@inproceedings{blattmann2021ipoke,
  title = {iPOKE: Poking a Still Image for Controlled Stochastic Video Synthesis},
  author = {Blattmann, A. and Milbich, T. and Dorkenwald, M. and Ommer, B.},
  booktitle = {International Conference on Computer Vision (ICCV)},
  year = {2021},
  selected = {false},
  arxiv = {2107.02790},
  bibtex_show = {true},
  abbr = {ICCV},
  website = {https://compvis.github.io/ipoke},
  code = {https://github.com/CompVis/ipoke},
  thumbnail = {/assets/img/iccv21_thumbnail.png}
}

Understanding Object Dynamics for Interactive Image-to-Video Synthesis

Blattmann, A., Milbich, T., Dorkenwald, M., and Ommer, B.

In Conference on Computer Vision and Pattern Recognition (CVPR) 2021

CVPR

arXiv Bib Code Website

@inproceedings{blattmann2021objdyn,
  title = {Understanding Object Dynamics for Interactive Image-to-Video Synthesis},
  author = {Blattmann, A. and Milbich, T. and Dorkenwald, M. and Ommer, B.},
  booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2021},
  selected = {false},
  arxiv = {2106.11303},
  bibtex_show = {true},
  abbr = {CVPR},
  website = {https://compvis.github.io/interactive-image2video-synthesis/},
  code = {https://github.com/CompVis/interactive-image2video-synthesis},
  thumbnail = {/assets/img/cvpr21objdyn_thumbnail.png}
}

Stochastic Image-to-Video Synthesis using cINNs

Dorkenwald, M., Milbich, T., Blattmann, A., Rombach, R., and Ommer, B.

In Conference on Computer Vision and Pattern Recognition (CVPR) 2021

CVPR

arXiv Bib Code

@inproceedings{dorkenwald2021vidpred,
  title = {Stochastic Image-to-Video Synthesis using cINNs},
  author = {Dorkenwald, M. and Milbich, T. and Blattmann, A. and Rombach, R. and Ommer, B.},
  booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2021},
  selected = {false},
  arxiv = {2105.04551},
  bibtex_show = {true},
  abbr = {CVPR},
  code = {https://github.com/CompVis/image2video-synthesis-using-cINNs},
  thumbnail = {/assets/img/cvpr21vidpred_thumbnail.png}
}

Behavior-Driven Synthesis of Human Dynamics

Milbich*, T., Blattmann*, A., Dorkenwald*, M., and Ommer, B.

In Conference on Computer Vision and Pattern Recognition (CVPR) 2021

CVPR

arXiv Bib Code Website

@inproceedings{milbich2021behavior,
  title = {Behavior-Driven Synthesis of Human Dynamics},
  author = {Milbich*, T. and Blattmann*, A. and Dorkenwald*, M. and Ommer, B.},
  booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2021},
  selected = {true},
  arxiv = {2103.04677},
  bibtex_show = {true},
  abbr = {CVPR},
  website = {https://compvis.github.io/behavior-driven-video-synthesis/},
  code = {https://github.com/CompVis/behavior-driven-video-synthesis},
  thumbnail = {/assets/img/cvpr21behav_thumbnail.png}
}

2020

DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning

Milbich*, T., Roth*, K., Bharadhwaj, H., Sinha, S., Bengio, Y., Ommer, B., and Cohen, J. P.

In European Conference on Computer Vision (ECCV) 2020

ECCV

arXiv Bib Code

@inproceedings{milbich2020diva,
  abbr = {ECCV},
  title = {DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning},
  author = {Milbich*, T. and Roth*, K. and Bharadhwaj, H. and Sinha, S. and Bengio, Y. and Ommer, B. and Cohen, J. P.},
  year = {2020},
  booktitle = {European Conference on Computer Vision (ECCV)},
  selected = {true},
  bibtex_show = {true},
  arxiv = {2004.13458},
  thumbnail = {/assets/img/eccv21_thumbnail.png},
  code = {https://github.com/Confusezius/ECCV2020_DiVA_MultiFeature_DML}
}

Sharing Matters for Generalization in Deep Metric Learning

Milbich*, T., Roth*, K., Brattoli, B., and Ommer, B.

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2020

TPAMI

arXiv Bib HTML

@article{milbich2020sharing,
  abbr = {TPAMI},
  title = {Sharing Matters for Generalization in Deep Metric Learning},
  author = {Milbich*, T. and Roth*, K. and Brattoli, B. and Ommer, B.},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
  year = {2020},
  publisher = {IEEE},
  selected = {true},
  arxiv = {2004.05582},
  html = {https://www.computer.org/csdl/journal/tp/5555/01/09141449/1lu2CexRydG},
  bibtex_show = {true},
  thumbnail = {/assets/img/tpami22_thumbnail.png}
}

PADS: Policy-Adapted Sampling for Visual Similarity Learning

Roth*, K., Milbich*, T., and Ommer, B.

In Conference on Computer Vision and Pattern Recognition (CVPR) 2020

CVPR

arXiv Bib Code

@inproceedings{pads_mining20,
  author = {Roth*, K. and Milbich*, T. and Ommer, B.},
  title = {PADS: Policy-Adapted Sampling for Visual Similarity Learning},
  booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2020},
  selected = {false},
  arxiv = {2003.11113},
  bibtex_show = {true},
  abbr = {CVPR},
  code = {https://github.com/Confusezius/CVPR2020_PADS},
  thumbnail = {/assets/img/cvpr20_thumbnail.png}
}

Revisiting Training Strategies and Generalization Performance in Deep Metric Learning

Roth*, K., Milbich*, T., Sinha, S., Gupta, P., Ommer, B., and Cohen, J. P.

In International Conference on Machine Learning (ICML) 2020

ICML

arXiv Bib Code

@inproceedings{roth2020revisiting,
  title = {Revisiting Training Strategies and Generalization Performance in Deep Metric Learning},
  author = {Roth*, K. and Milbich*, T. and Sinha, S. and Gupta, P. and Ommer, B. and Cohen, J. P.},
  year = {2020},
  booktitle = {International Conference on Machine Learning (ICML)},
  selected = {true},
  arxiv = {2002.08473},
  bibtex_show = {true},
  abbr = {ICML},
  code = {https://github.com/Confusezius/Revisiting_Deep_Metric_Learning_PyTorch},
  thumbnail = {/assets/img/icml20_thumbnail.png}
}

Unsupervised Representation Learning by Discovering Reliable Image Relations

Milbich*, T., Ghori*, O., and F. Diego, B. Ommer

Pattern Recognition (PR) Jun 2020

arXiv Bib

@article{milbich2020reliable,
  title = {Unsupervised Representation Learning by Discovering Reliable Image Relations},
  author = {Milbich*, T. and Ghori*, O. and F. Diego, B. Ommer},
  journal = {Pattern Recognition (PR)},
  volume = {102},
  publisher = {Elsevier},
  month = jun,
  year = {2020},
  selected = {false},
  arxiv = {1911.07808},
  bibtex_show = {true},
  abbr = {PR},
  thumbnail = {/assets/img/pr20_thumbnail.png}
}

2019

Unsupervised Part-based Disentangling of Object Shape and Appearance

Lorenz, D., Bereska, L., Milbich, T., and Ommer, B.

In Conference on Computer Vision and Pattern Recognition (CVPR) Jun 2019

CVPR

arXiv Bib Code Website

@inproceedings{cvpr19_unsup_disentangle,
  title = {Unsupervised Part-based Disentangling of Object Shape and Appearance},
  author = {Lorenz, D. and Bereska, L. and Milbich, T. and Ommer, B.},
  booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2019},
  selected = {true},
  arxiv = {1903.06946},
  bibtex_show = {true},
  abbr = {CVPR},
  website = {https://compvis.github.io/unsupervised-disentangling/},
  code = {https://github.com/CompVis/unsupervised-disentangling},
  thumbnail = {/assets/img/cvpr19_thumbnail.png}
}

2018

Towards Learning a Realistic Rendering of Human Behavior

Esser*, P., Haux*, J., Milbich*, T., and Ommer, B.

In European Conference on Computer Vision (ECCV); Human Behavior Understanding Workshop Jun 2018

ECCV-WS

Bib HTML

@inproceedings{hbugen2018,
  title = {Towards Learning a Realistic Rendering of Human Behavior},
  author = {Esser*, P. and Haux*, J. and Milbich*, T. and Ommer, B.},
  booktitle = {European Conference on Computer Vision (ECCV); Human Behavior Understanding Workshop},
  year = {2018},
  selected = {false},
  html = {https://openaccess.thecvf.com/content_ECCVW_2018/papers/11130/Esser_Towards_Learning_a_Realistic_Rendering_of_Human_Behavior_ECCVW_2018_paper.pdf},
  bibtex_show = {true},
  abbr = {ECCV-WS},
  thumbnail = {/assets/img/hbugen18_thumbnail.png}
}

2017

Unsupervised Video Understanding by Reconciliation of Posture Similarities

Milbich, T., Bautista, M., Sutter, E., and Ommer, B.

In International Conference on Computer Vision Jun 2017

ICCV

arXiv Bib

@inproceedings{iccv17_unsup_video,
  title = {Unsupervised Video Understanding by Reconciliation of Posture Similarities},
  author = {Milbich, T. and Bautista, M. and Sutter, E. and Ommer, B.},
  booktitle = {International Conference on Computer Vision},
  year = {2017},
  selected = {true},
  arxiv = {1708.01191},
  bibtex_show = {true},
  abbr = {ICCV},
  thumbnail = {/assets/img/iccv17_thumbnail.png}
}

2013

Less is more: Video trimming for action recognition

Antic, B., Milbich, T., and Ommer, B.

In International Conference on Computer Vision Workshops Jun 2013

ICCV-WS

Bib HTML

@inproceedings{eccv13_less_is_more,
  title = {Less is more: Video trimming for action recognition},
  author = {Antic, B. and Milbich, T. and Ommer, B.},
  booktitle = {International Conference on Computer Vision Workshops},
  year = {2013},
  selected = {false},
  html = {https://ieeexplore.ieee.org/abstract/document/6755940},
  bibtex_show = {true},
  abbr = {ICCV-WS},
  thumbnail = {/assets/img/eccv13_thumbnail.png}
}

2012

May I enter the roundabout? A time-to-contact computation based on stereo-vision

Muffert, M., Milbich, T., Pfeiffer, D., and Franke, U.

In IEEE Intelligent Vehicles Symposium Jun 2012

Bib HTML

@inproceedings{iv12_roundabout,
  title = {May I enter the roundabout? A time-to-contact computation based on stereo-vision},
  author = {Muffert, M. and Milbich, T. and Pfeiffer, D. and Franke, U.},
  booktitle = {IEEE Intelligent Vehicles Symposium},
  year = {2012},
  selected = {false},
  html = {https://ieeexplore.ieee.org/document/6232178},
  bibtex_show = {true},
  abbr = {IV},
  thumbnail = {/assets/img/iv12_thumbnail.png}
}