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 PR 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 IV 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} }