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Robust, Explainable Deep Networks in Computer Vision

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Publications

Deep Wiener Deconvolution:Wiener Meets Deep Learning for Image Deblurring

Author(s): Jiangxin Dong, Stefan Roth, Bernt Schiele
Published in: Advances in Neural Information Processing Systems, vol. 33, 2020, Page(s) 1048-1059
Publisher: Curran Associates, Inc.

Self-Supervised Multi-Frame Monocular Scene Flow

Author(s): Junhwa Hur, Stefan Roth
Published in: IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2021, Page(s) 2684-2694
Publisher: IEEE Computer Society
DOI: 10.1109/cvpr46437.2021.00271

PixelPyramids: Exact Inference Models from Lossless Image Pyramids

Author(s): Shweta Mahajan, Stefan Roth
Published in: IEEE/CVF International Conference on Computer Vision, 2021, Page(s) 6619-6628
Publisher: IEEE Computer Society
DOI: 10.1109/iccv48922.2021.00657

Sampling-free Variational Inference for Neural Networks with Multiplicative Activation Noise

Author(s): Jannik Schmitt, Stefan Roth
Published in: Pattern Recognition. DAGM GCPR 2021, Lecture Notes in Computer Science, vol.13024, 2021, Page(s) 33-47
Publisher: Springer
DOI: 10.1007/978-3-030-92659-5_3

Learning Spatially-Variant MAP Models for Non-blind Image Deblurring

Author(s): Jiangxin Dong; Stefan Roth; Bernt Schiele
Published in: IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2021, Page(s) 4886-4895
Publisher: IEEE Computer Socienty
DOI: 10.1109/cvpr46437.2021.00485

Diverse Image Captioning with Grounded Style

Author(s): Franz Klein, Shweta Mahajan, Stefan Roth
Published in: Pattern Recognition. DAGM GCPR 2021, Lecture Notes in Computer Science, vol. 13024, 2021, Page(s) 421-436
Publisher: Springer
DOI: 10.1007/978-3-030-92659-5_27

Dense Unsupervised Learning for Video Segmentation

Author(s): Nikita Araslanov, Simone Schaub-Meyer, Stefan Roth
Published in: Advances in Neural Information Processing Systems, 2021, Page(s) 25308-25319
Publisher: Curran Associates, Inc.

Fast Axiomatic Attribution for Neural Networks

Author(s): Robin Hesse, Simone Schaub-Meyer, Stefan Roth
Published in: Advances in Neural Information Processing Systems, 2021, Page(s) 19513-19524
Publisher: Curran Associates, Inc.

Diverse Image Captioning with Context-Object Split Latent Spaces

Author(s): Shweta Mahajan, Stefan Roth
Published in: Advances in Neural Information Processing Systems, vol.33, 2020, Page(s) 3613-3624
Publisher: Curran Associates, Inc.

DWDN: Deep Wiener Deconvolution Network for Non-Blind Image Deblurring

Author(s): Jiangxin Dong; Stefan Roth; Bernt Schiele
Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022, ISSN 0162-8828
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpami.2021.3138787