I am a postdoctoral researcher at the Visual Inference Lab at the Technical University of Darmstadt since September 2020. Since December 2021 I am leading the newly founded group EVA. I obtained my doctoral degree from ETHZ in 2018, advised by Prof. Dr. Markus Gross and in collaboration with Disney Research Zurich. My research interests lie at the intersection of computer vision, computer graphics, and machine learning with a focus on motion representation, temporal interpolation, and video frame synthesis. Prior to joining TU Darmstadt I was a postdoctoral researcher at the Media Technology Lab at ETH Zurich working on augmented reality.

The data-Efficient Video Analysis (EVA) group is researching novel AI methods for visual data with a focus on developing efficient, robust and controllable methods and algorithms that can learn from limited data by exploiting low-level perception and high-level reasoning. EVA has been created as a DEPTH research group within the HMWK-funded cluster project “The Third Wave of Artificial Intelligence (3AI)”. The cluster project is embedded into hessian.AI, the Hessian Centre for Artificial Intelligence, with its mission to “understand the interplay of AI algorithms, AI systems, and synergies between artificial and natural intelligence to provide the foundation for AI transformation”.

News

  • 03.12.2021 I will be starting my own research group within the 3AI project of hessian.ai at TU Darmstadt.
  • 28.09.2021 Our paper on fast axiomatic attribution for neural networks has been accepted at NeurIPS '21.
  • 28.09.2021 Our paper on unsupervised learning for video object segmentation has been accepted at NeurIPS '21.
  • 20.05.2020 I will be joining the Visual Inference Lab, led by Prof. Stefan Roth, at TU Darmstadt as a postdoc starting September 2020.

Publications

Fast Axiomatic Attribution for Neural Networks

R. Hesse, S. Schaub-Meyer, S. Roth

NeurIPS 2021
[ PDF | Supplement | Talk | Project Page | Code ]

Dense Unsupervised Learning for Video Segmentation

N. Araslanov, S. Schaub-Meyer, S. Roth

NeurIPS 2021
[ PDF | Supplement | Video | Talk | Code ]

Style Transfer for Keypoint Matching Under Adverse Conditions

A. Uzpak, A. Djelouah, S. Schaub-Meyer

3DV 2020
[ PDF | Code ]

Neural inter-frame compression for video coding

A. Djelouah, J. Campos, S. Schaub-Meyer, C. Schroers

ICCV 2019
[ PDF | Supplement ]

Deep Video Color Propagation

S. Meyer, V. Cornillère, A. Djelouah, C. Schroers, M. Gross

BMVC 2018
[ PDF | Supplement | Video | Preprint ]

PhaseNet for Video Frame Interpolation

S. Meyer, A. Djelouah, B. McWilliams, A. Sorkine-Hornung, M. Gross, C. Schroers

CVPR 2018
[ PDF | Supplement | Video | BibTex ]

Phase-Based Modification Transfer for Video

S. Meyer, A. Sorkine-Hornung, M. Gross

ECCV 2016   (Oral Presentation)
[ PDF | Video ]

Phase-based Frame Interpolation for Video

S. Meyer, O. Wang, H. Zimmer, M. Grosse, A. Sorkine-Hornung

CVPR 2015   (Oral Presentation)
[ PDF | Supplement | Video | Code ]