2023
Do We Still Need Clinical Language Models?
Proceedings of the Conference on Health, Inference, and Learning, 2023
2022
Procedural Image Programs for Representation Learning.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
2021
Learning to See by Looking at Noise.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Using latent space regression to analyze and leverage compositionality in GANs.
Proceedings of the 9th International Conference on Learning Representations, 2021
2020
Improving Inversion and Generation Diversity in StyleGAN using a Gaussianized Latent Space.
CoRR, 2020
2019
Semantic photo manipulation with a generative image prior.
ACM Trans. Graph., 2019
Seeing What a GAN Cannot Generate.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019
Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019
2018
Adversarial Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation.
CoRR, 2018
"What Is Optical Flow For?": Workshop Results and Summary.
Proceedings of the Computer Vision - ECCV 2018 Workshops, 2018
Temporal Interpolation as an Unsupervised Pretraining Task for Optical Flow Estimation.
Proceedings of the Pattern Recognition - 40th German Conference, 2018
2017
Model-based Optical Flow: Layers, Learning, and Geometry.
PhD thesis, 2017
Optical Flow in Mostly Rigid Scenes.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017
Slow Flow: Exploiting High-Speed Cameras for Accurate and Diverse Optical Flow Reference Data.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017
2015
Smooth Loops from Unconstrained Video.
Comput. Graph. Forum, 2015
Efficient sparse-to-dense optical flow estimation using a learned basis and layers.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015
2014
Modeling Blurred Video with Layers.
Proceedings of the Computer Vision - ECCV 2014, 2014
2013
A Fully-Connected Layered Model of Foreground and Background Flow.
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013
2012
Lessons and Insights from Creating a Synthetic Optical Flow Benchmark.
Proceedings of the Computer Vision - ECCV 2012. Workshops and Demonstrations, 2012
A Naturalistic Open Source Movie for Optical Flow Evaluation.
Proceedings of the Computer Vision - ECCV 2012, 2012
2011
Correspondence estimation from non-rigid motion information.
Proceedings of the Medical Imaging 2011: Image Processing, 2011
2010
Modellbasierte Echtzeit-Bewegungsschätzung in der Fluoreszenzendoskopie.
Proceedings of the Bildverarbeitung für die Medizin 2010 - Algorithmen - Systeme, 2010
2009
Classification of colon polyps in NBI endoscopy using vascularization features.
Proceedings of the Medical Imaging 2009: Computer-Aided Diagnosis, 2009
Denoising Fluorescence Endoscopy - a Motion Compensated Temporal Recursive Video Filter with an Optimal Minimum Mean Square Error Parameterization.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009
Dynamic Distortion Correction for Endoscopy Systems with Exchangeable Optics.
Proceedings of the Bildverarbeitung für die Medizin 2009: Algorithmen - Systeme, 2009
Polyp Segmentation in NBI Colonoscopy.
Proceedings of the Bildverarbeitung für die Medizin 2009: Algorithmen - Systeme, 2009