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
Interactive Sculpting of Digital Faces Using an Anatomical Modeling Paradigm
July 6, 2020
Eurographics Symposium on Geometry Processing (2020)
Aurel Gruber (DisneyResearch|Studios/ETH Joint M.Sc.) Marco Fratarcangeli (Chalmers University of Technology/DisneyResearch|Studios) Gaspard Zoss (DisneyResearch|Studios/ETH Joint PhD) Roman Cattaneo (DisneyResearch|Studios) Thabo Beeler (DisneyResearch|Studios) Markus Gross (Disney Research/ETH Zurich) Derek Bradley (DisneyResearch|Studios)
High-Resolution Neural Face Swapping for Visual Effects
June 29, 2020
Eurographics Symposium on Rendering (2020)
Jacek Naruniec (DisneyResearch|Studios) Leonhard Helminger (DisneyResearch|Studios/ETH Joint PhD) Christopher Schroers (DisneyResearch|Studios) Romann M. Weber (DisneyResearch|Studios)
Attention-Driven Cropping for Very High Resolution Facial Landmark Detection
June 16, 2020
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2020
Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Derek Bradley (DisneyResearch|Studios) Thabo Beeler (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH Zurich)
Fast Nonlinear Least Squares Optimization of Large-Scale Semi-Sparse Problems
May 25, 2020
Eurographics 2020
Marco Fratarcangeli (Chalmers University of Technology/DisneyResearch|Studios) Derek Bradley (DisneyResearch|Studios) Aurel Gruber (DisneyResearch|Studios/ETH Joint M.Sc.) Gaspard Zoss (DisneyResearch|Studios/ETH Joint PhD) Thabo Beeler (DisneyResearch|Studios)
Facial Expression Synthesis using a Global-Local Multilinear Framework
May 25, 2020
Eurographics 2020
Mengjiao Wang (DisneyResearch|Studios Intern) Derek Bradley (DisneyResearch|Studios) Stefanos Zafeiriou (Imperial College London) Thabo Beeler (DisneyResearch|Studios)
Differentiable Surface Splatting for Point-based Geometry Processing
November 1, 2019
ACM SIGGRAPH Asia 2019
Yifan Wang (ETH Zurich) Serena Felice (ETH Zurich) Wu Shihao (ETH Zurich) Cengiz Oztireli (DisneyResearch|Studios) Olga Sorkine-Hornung (ETH Zurich)