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
Semantic Deep Face Models
November 25, 2020
3D International Conference on 3D Vision (3DV) (2020)
Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD), Derek Bradley (DisneyResearch|Studios), Markus Gross (DisneyResearch|Studios/ETH Zurich), Thabo Beeler (DisneyResearch|Studios)
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)