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
Data-driven Extraction and Composition of Secondary Dynamics in Facial Performance Capture
August 17, 2020
ACM Siggraph 2020
Gaspard Zoss (DisneyResearch|Studios/ETH Joint PhD) Eftychios Sifakis (University of Wisconsin, Madison/DisneyResearch|Studios) Markus Gross (Disney Research/ETH Zurich) Derek Bradley (DisneyResearch|Studios) Thabo Beeler (DisneyResearch|Studios)
Single-Shot High-Quality Facial Geometry and Skin Appearance Capture
August 14, 2020
ACM Siggraph 2020
Jeremy Riviere (DisneyResearch|Studios) Paulo Gotardo (DisneyResearch|Studios) Derek Bradley (DisneyResearch|Studios) Abhijeet Ghosh (Imperial College London) Thabo Beeler (DisneyResearch|Studios)
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)