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
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)
Facial Animation with Disentangled Identity and Motion using Transformers
September 13, 2022
ACM/Eurographics Symposium on Computer Animation 2022
Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Gaspard Zoss (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH) Paulo Gotardo (DisneyResearch|Studios) Derek Bradley (DisneyResearch|Studios)
Training a Deep Remastering Model
July 24, 2022
ACM SIGGRAPH 2022
Abdelaziz Djelouah (DisneyResearch|Studios) Sally Hattori (The Walt Disney Company) Andrew J. Wahlquist (The Walt Disney Company) Christopher Schroers (DisneyResearch|Studios)
Local Anatomically-Constrained Facial Performance Retargeting
July 24, 2022
ACM SIGGRAPH 2022
Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Loïc Ciccone (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH) Derek Bradley (DisneyResearch|Studios)