Publications

113 entries « 1 of 3 »

2021

Esser, Patrick; Rombach, Robin; Blattmann, Andreas; Ommer, Björn

ImageBART: Bidirectional Context with Multinomial Diffusion for Autoregressive Image Synthesis Conference

Neural Information Processing Systems (NeurIPS), 2021.

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Milbich, Timo; Roth, Karsten; Sinha, Samarth; Schmidt, Ludwig; Ghassemi, Marzyeh; Ommer, Björn

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

Neural Information Processing Systems (NeurIPS), 2021.

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Ufer, Nikolai; Simon, Max; Lang, Sabine; Ommer, Björn

Large-scale interactive retrieval in art collections using multi-style feature aggregation Journal Article

In: PLoS ONE, 16 (11), 2021.

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Sardari, Faegheh; Ommer, Björn; Mirmehdi, Majid

Unsupervised View-Invariant Human Posture Representation Conference

British Machine Vision Conference (BMVC), 2021.

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Lang, Sabine; Ommer, Björn

Transforming Information Into Knowledge: How Computational Methods Reshape Art History Journal Article

In: Digital Humanities Quaterly (DHQ), 15 (3), 2021.

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Blattmann, Andreas; Milbich, Timo; Dorkenwald, Michael; Ommer, Björn

iPOKE: Poking a Still Image for Controlled Stochastic Video Synthesis Conference

Proceedings of the International Conference on Computer Vision (ICCV), 2021.

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Rombach, Robin; Esser, Patrick; Ommer, Björn

Geometry-Free View Synthesis: Transformers and no 3D Priors Conference

Proceedings of the Intl. Conf. on Computer Vision (ICCV), 2021.

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Blattmann, Andreas; Milbich, Timo; Dorkenwald, Michael; Ommer, Björn

Understanding Object Dynamics for Interactive Image-to-Video Synthesis Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

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Jahn, Manuel; Rombach, Robin; Ommer, Björn

High-Resolution Complex Scene Synthesis with Transformers Conference

CVPR 2021, AI for Content Creation Workshop, 2021.

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Dorkenwald, Michael; Milbich, Timo; Blattmann, Andreas; Rombach, Robin; Derpanis, Konstantinos G.; Ommer, Björn

Stochastic Image-to-Video Synthesis using cINNs Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

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Roth, Karsten; Milbich, Timo; Ommer, Björn; Cohen, Joseph Paul; Ghassemi, Marzyeh

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

Proceedings of International Conference on Machine Learning (ICML), 2021.

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Brattoli, Biagio; Büchler, Uta; Dorkenwald, Michael; Reiser, Philipp; Filli, Linard; Helmchen, Fritjof; Wahl, Anna-Sophia; Ommer, Björn

Unsupervised behaviour analysis and magnification (uBAM) using deep learning Journal Article

In: Nature Machine Intelligence, 2021.

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Blattmann, Andreas; Milbich, Timo; Dorkenwald, Michael; Ommer, Björn

Behavior-Driven Synthesis of Human Dynamics Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

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Kotovenko, Dmytro; Wright, Matthias; Heimbrecht, Arthur; Ommer, Björn

Rethinking Style Transfer: From Pixels to Parameterized Brushstrokes Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

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Islam, Md Amirul; Kowal, Matthew; Esser, Patrick; Jia, Sen; Ommer, Björn; Derpanis, Konstantinos G; Bruce, Neil

Shape or Texture: Understanding Discriminative Features in CNNs Conference

International Conference on Learning Representations (ICLR), 2021.

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Esser, Patrick; Rombach, Robin; Ommer, Björn

Taming Transformers for High-Resolution Image Synthesis Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

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Afifi, Mahmoud; Derpanis, Konstantinos G; Ommer, Björn; Brown, Michael S

Learning Multi-Scale Photo Exposure Correction Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

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2020

Esser, Patrick; Rombach, Robin; Ommer, Björn

A Disentangling Invertible Interpretation Network for Explaining Latent Representations Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

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Milbich, Timo; Ghori, Omair; Ommer, Björn

Unsupervised Representation Learning by Discovering Reliable Image Relations Journal Article

In: Pattern Recognition, 102 , 2020.

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Milbich, Timo; Roth, Karsten; Ommer, Björn

PADS: Policy-Adapted Sampling for Visual Similarity Learning Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 1 , 2020.

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Milbich, Timo; Roth, Karsten; Brattoli, Biagio; Ommer, Björn

Sharing Matters for Generalization in Deep Metric Learning Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020.

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Roth, Karsten; Milbich, Timo; Sinha, Samarth; Gupta, Prateek; Ommer, Björn; Cohen, Joseph Paul

Revisiting Training Strategies and Generalization Performance in Deep Metric Learning Conference

International Conference on Machine Learning (ICML), 2020.

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Milbich, Timo; Roth, Karsten; Bharadhwaj, Homanga; Sinha, Samarth; Bengio, Yoshua; Ommer, Björn; Cohen, Joseph Paul

DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning Conference

IEEE European Conference on Computer Vision (ECCV), 2020.

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Rombach, Robin; Esser, Patrick; Ommer, Björn

Making Sense of CNNs: Interpreting Deep Representations & Their Invariances with INNs Conference

IEEE European Conference on Computer Vision (ECCV), 2020.

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Braun, Sandro; Esser, Patrick; Ommer, Björn

Unsupervised Part Discovery by Unsupervised Disentanglement Conference

Proceedings of the German Conference on Pattern Recognition (GCPR) (Oral), Tübingen, 2020.

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Rombach, Robin; Esser, Patrick; Ommer, Björn

Network Fusion for Content Creation with Conditional INNs Conference

CVPRW 2020 (AI for Content Creation), 2020.

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Esser, Patrick; Rombach, Robin; Ommer, Björn

A Note on Data Biases in Generative Models Conference

NeurIPS 2020 Workshop on Machine Learning for Creativity and Design, 2020.

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Dencker, Tobias; Klinkisch, Pablo; Maul, Stefan M; Ommer, Björn

Deep learning of cuneiform sign detection with weak supervision using transliteration alignment Journal Article

In: PLoS ONE, 15 , 2020.

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Lang, Sabine; Ommer, Björn

Das Objekt jenseits der Digitalisierung Conference

Das digitale Objekt, 7 , 2020, ISBN: 978-3-948808-00-6.

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Dorkenwald, Michael; Büchler, Uta; Ommer, Björn

Unsupervised Magnification of Posture Deviations Across Subjects Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020.

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Ufer, Nikolai; Lang, Sabine; Ommer, Björn

Object Retrieval and Localization in Large Art Collections Using Deep Multi-style Feature Fusion and Iterative Voting Conference

IEEE European Conference on Computer Vision (ECCV), VISART Workshop , 2020.

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Rombach, Robin; Esser, Patrick; Ommer, Björn

Network-to-Network Translation with Conditional Invertible Neural Networks Conference

Neural Information Processing Systems (NeurIPS) (Oral), 2020.

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2019

Ufer, Nikolai; Lui, Kam To; Schwarz, Katja; Warkentin, Paul; Ommer, Björn

Weakly Supervised Learning of Dense SemanticCorrespondences and Segmentation Conference

German Conference on Pattern Recognition (GCPR), 2019.

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Esser, Patrick; Haux, Johannes; Ommer, Björn

Unsupervised Robust Disentangling of Latent Characteristics for Image Synthesis Conference

Proceedings of the Intl. Conf. on Computer Vision (ICCV), 2019.

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Kotovenko, Dmytro; Sanakoyeu, Artsiom; Lang, Sabine; Ommer, Björn

Content and Style Disentanglement for Artistic Style Transfer Conference

Proceedings of the Intl. Conf. on Computer Vision (ICCV), 2019.

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Brattoli, Biagio; Roth, Karsten; Ommer, Björn

MIC: Mining Interclass Characteristics for Improved Metric Learning Conference

Proceedings of the Intl. Conf. on Computer Vision (ICCV), 2019.

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Lorenz, Dominik; Bereska, Leonard; Milbich, Timo; Ommer, Björn

Unsupervised Part-Based Disentangling of Object Shape and Appearance Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Oral + Best paper finalist: top 45 / 5160 submissions), 2019.

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Kotovenko, Dmytro; Sanakoyeu, A.; Lang, Sabine; Ma, P.; Ommer, Björn

Using a Transformation Content Block For Image Style Transfer Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.

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Sanakoyeu, A.; Tschernezki, V.; Büchler, Uta; Ommer, Björn

Divide and Conquer the Embedding Space for Metric Learning Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.

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2018

Lang, Sabine; Ommer, Björn

Reflecting on How Artworks Are Processed and Analyzed by Computer Vision Conference

European Conference on Computer Vision (ECCV - VISART), Springer, 2018.

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Sanakoyeu, A.; Bautista, Miguel; Ommer, Björn

Deep Unsupervised Learning of Visual Similarities Journal Article

In: Pattern Recognition, 78 , 2018.

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Lang, Sabine; Ommer, Björn

Attesting Similarity: Supporting the Organization and Study of Art Image Collections with Computer Vision Journal Article

In: Digital Scholarship in the Humanities, Oxford University Press, 33 (4), pp. 845-856, 2018.

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Esser, Patrick; Sutter, Ekaterina; Ommer, Björn

A Variational U-Net for Conditional Appearance and Shape Generation Conference

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (short Oral), 2018.

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Ghori, Omar; Mackowiak, Radek; Bautista, Miguel; Beuter, Niklas; Drumond, Lucas; Diego, Ferran; Ommer, Björn

Learning to Forecast Pedestrian Intention from Pose Dynamics Conference

Intelligent Vehicles, IEEE, 2018.

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Büchler, Uta; Brattoli, Biagio; Ommer, Björn

Improving Spatiotemporal Self-Supervision by Deep Reinforcement Learning Conference

Proceedings of the European Conference on Computer Vision (ECCV), (UB and BB contributed equally), Munich, Germany, 2018.

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Sanakoyeu, A.; Kotovenko, Dmytro; Lang, Sabine; Ommer, Björn

A Style-Aware Content Loss for Real-time HD Style Transfer Conference

Proceedings of the European Conference on Computer Vision (ECCV) (Oral), 2018.

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Blum, O.; Brattoli, Biagio; Ommer, Björn

X-GAN: Improving Generative Adversarial Networks with ConveX Combinations Conference

German Conference on Pattern Recognition (GCPR) (Oral), Stuttgart, Germany, 2018.

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Sayed, N.; Brattoli, Biagio; Ommer, Björn

Cross and Learn: Cross-Modal Self-Supervision Conference

German Conference on Pattern Recognition (GCPR) (Oral), Stuttgart, Germany, 2018.

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Bell, P.; Ommer, Björn

Computer Vision und Kunstgeschichte — Dialog zweier Bildwissenschaften Book Chapter

In: Computing Art Reader: Einführung in die digitale Kunstgeschichte, P. Kuroczyński et al. (ed.), 2018.

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Esser, Patrick; Haux, Johannes; Milbich, Timo; Ommer, Björn

Towards Learning a Realistic Rendering of Human Behavior Conference

European Conference on Computer Vision (ECCV - HBUGEN), 2018.

Abstract | Links | BibTeX

113 entries « 1 of 3 »