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
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)
Self-Supervised Effective Resolution Estimation with Adversarial Augmentations
January 3, 2023
IEEE Winter Conference on Applications of Computer Vision (WACV) (2023)
Manuel Kansy (DisneyResearch|Studios/ETH Joint PhD) Julian Balletshofer (DisneyResearch|Studios) Jacek Naruniec (DisneyResearch|Studios) Christopher Schroers (DisneyResearch|Studios) Graziana Mignone (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH Zurich) Romann Weber (DisneyResearch|Studios)
Production-Ready Face Re-Aging for Visual Effects
November 30, 2022
ACM SIGGRAPH Asia (2022)
Gaspard Zoss (DisneyResearch|Studios) Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Eftychios Sifakis (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH Zurich) Paulo Gotardo (DisneyResearch|Studios) Derek Bradley (DisneyResearch|Studios)
Learning Dynamic 3D Geometry and Texture for Video Face Swapping
October 05, 2022
Pacific Graphics (2022)
Christopher Otto (DisneyResearch|Studios/ETH Joint PhD) Jacek Naruniec (DisneyResearch|Studios) Leonhard Helminger (DisneyResearch|Studios/ETH Joint PhD) Thomas Etterlin (DisneyResearch|Studios/ETH Joint M.Sc.) Graziana Mignone (DisneyResearch|Studios) Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Gaspard Zoss (DisneyResearch|Studios) Christopher Schroers (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH) Paulo Gotardo (DisneyResearch|Studios) Derek Bradley (DisneyResearch|Studios) Romann Weber (DisneyResearch|Studios)