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)

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)