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
Synth2Track Editor for Efficient Match-Animation
July 21, 2025
SIGGRAPH (2025)
Jakob Buhmann (DisneyResearch|Studios)
Douglas L. Moore (Industrial Light & Magic)
Dominik Borer (DisneyResearch|Studios)
Martin Guay (DisneyResearch|Studios)
Reenact Anything: Semantic Video Motion Transfer Using Motion-Textual Inversion
July 16, 2025
SIGGRAPH (2025)
Manuel Kansy (DisneyResearch|Studios/ETH Zurich)
Jacek Naruniec (DisneyResearch|Studios)
Christopher Schroers (DisneyResearch|Studios)
Markus Gross (DisneyResearch|Studios/ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
Eliminating Oversaturation and Artifacts of High Guidance Scales in Diffusion Models
April 23, 2025
ICLR (2025)
Seyedmorteza Sadat (ETH Zurich)
Otmar Hilliges (ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
No Training, No Problem: Rethinking Classifier-Free Guidance for Diffusion Models
April 23, 2025
ICLR (2025)
Seyedmorteza Sadat (ETH Zurich)
Manuel Kansy (ETH Zurich)
Otmar Hilliges (ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
LiteVAE: Lightweight and Efficient Variational Autoencoders for Latent Diffusion Models
December 10, 2024
NIPS (2024)
Seyedmorteza Sadat (ETH Zurich)
Jakob Buhmann (DisneyResearch|Studios)
Derek Bradley (DisneyResearch|Studios)
Otmar Hilliges (ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
Factorized Motion Diffusion for Precise and Character-Agnostic Motion Inbetweening
November 21, 2024
Motion, Interaction and Games (2024)
Justin Studer (DisneyResearch|Studios/ETH Zurich)
Dhruv Agrawal (DisneyResearch|Studios/ETH Zurich)
Dominik Borer (DisneyResearch|Studios)
Seyedmorteza Sadat (DisneyResearch|Studios/ETH Zurich)
Robert W. Sumner (DisneyResearch|Studios/ETH Zurich)
Martin Guay (DisneyResearch|Studios)
Jakob Buhmann (DisneyResearch|Studios)