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
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)
CADS: Unleashing the Diversity of Diffusion Models Through Condition-Annealed Sampling
May 6, 2024
International Conference on Learning Representations (ICLR) 2024
Seyedmorteza Sadat (ETH Zurich)
Jakob Buhmann (DisneyResearch|Studios)
Derek Bradley (DisneyResearch|Studios)
Otmar Hilliges (ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
Controllable Inversion of Black-Box Face Recognition Models via Diffusion
October 2, 2023, Workshop on Analysis and Modeling of Faces and Gestures 2023
Manuel Kansy (DisneyResearch|Studios/ETH Joint PhD)
Anton Rael (ETH Zurich)
Graziana Mignone (DisneyResearch|Studios)
Jacek Naruniec (DisneyResearch|Studios)
Christopher Schroers (DisneyResearch|Studios)
Markus Gross (DisneyResearch|Studios /ETH Zurich)
Romann M. Weber (DisneyResearch|Studios)
The Score-Difference Flow for Implicit Generative Modeling
July 2023, Transactions on Machine Learning Research (TMLR) 2023
Romann Weber (DisneyResearch|Studios)
Graph-Based Synthesis for Skin Micro Wrinkles
July 3, 2023
Eurographics Symposium on Geometry Processing (2023)
Sebastian Weiss (DisneyResearch|Studios) Jonathan Moulin (Industrial Light & Magic) Prashanth Chandran (DisneyResearch|Studios) Gaspard Zoss (DisneyResearch|Studios) Paulo Gotardo (DisneyResearch|Studios) Derek Bradley(DisneyResearch|Studios)