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)

Training a Deep Remastering Model

July 24, 2022

Abdelaziz Djelouah (DisneyResearch|Studios) Sally Hattori (The Walt Disney Company) Andrew J. Wahlquist (The Walt Disney Company) Christopher Schroers (DisneyResearch|Studios)