Machine Learning
We work on algorithms for finding hidden structure in large data sets, using a combination of probabilistic modeling and deep learning, ranging from social media understanding, text mining, and consumer analytics to visual computing and content generation.
Latest Publications
SmoothMotionVectors: Optimizing Your Content for Video Codecs in Free View Video Compression
July 16, 2026
SIGGRAPH (2026)
Mingyang Song (DisneyResearch|Studios/ETH Zurich)
Yang Zhang (DisneyResearch|Studios)
Siyu Tang (ETH Zurich)
Tunç Ozan Aydin (DisneyResearch|Studios)
2D Gaussian Splatting for Bézier Spline Line Art Vectorization
July 16, 2026
SIGGRAPH (2026)
Tianhao Chen (DisneyResearch|Studios/ETH Zurich)
Clara Fernandez (DisneyResearch|Studios)
Marteinn Oskarsson (Walt Disney Animation Studios)
Chuck Tappan (Walt Disney Animation Studios)
Olga Sorkine-Hornung (ETH Zurich)
Markus Gross (DisneyResearch|Studios/ETH Zurich)
Christopher Schroers (DisneyResearch|Studios)
Abdelaziz Djelouah (DisneyResearch|Studios)
Ragged Neighborhood Attention for Spatiotemporal Neural Denoising of Deep Monte Carlo Renderings
July 16, 2026
SIGGRAPH (2026)
Xianyao Zhang (DisneyResearch|Studios)
Gerhard Röthlin (DisneyResearch|Studios)
Tunç Ozan Aydin (DisneyResearch|Studios)
Farnood Salehi (DisneyResearch|Studio
Marios Papas (DisneyResearch|Studios)
A Generative Motion Rig for Artist-Driven Motion Authoring
July 16, 2026
SIGGRAPH (2026)
Jakob Buhmann (DisneyResearch|Studios)
Dhruv Agrawal (DisneyResearch|Studios/ETH Zurich)
Dominik Borer (DisneyResearch|Studios)
Luca Vögeli (DisneyResearch|Studios)
Robert W. Sumner (DisneyResearch|Studios/ETH Zurich)
Martin Guay (DisneyResearch|Studios)
Neural Render Proxies for Interactive and Differentiable Lighting
July 1, 2026
Eurographics Symposium on Rendering (EGSR) (2026)
Sergio Sancho (ETH Zurich/DisneyResearch|Studios)
Alexander Rath (DisneyResearch|Studios)
Marco Manzi (DisneyResearch|Studios)
Pascal Chang (ETH Zurich/DisneyResearch|Studios)
Amit H. Bermano (ETH Zurich/DisneyResearch|Studios/Tel Aviv University)
Derek Nowrouzezahrai (McGill University/Mila – Quebec AI Institute/CIFAR AI Chair)
Markus Gross (DisneyResearch|Studios/ETH Zurich)
Marios Papas (DisneyResearch|Studios)
Illumination-Aware Spatial Subdivision for Path Guiding
July 1, 2026
Eurographics Symposium on Rendering (EGSR) (2026)
Fengshi Zheng (Delft University of Technology)
Christoph Peters (Delft University of Technology)
Sebastian Herholz (Blender Institute)
Marco Manzi (DisneyResearch|Studios)
Elmar Eisemann (Delft University of Technology)