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
Shape Transformers: Topology-Independent 3D Shape Models Using Transformers
April 25, 2022
Eurographics 2022
Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Gaspard Zoss (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH Zurich) Paulo Gotardo (DisneyResearch|Studios) Derek Bradley (DisneyResearch|Studios)
Improved Lighting Models for Facial Appearance Capture
April 25, 2022
Eurographics 2022
Yingyan Xu (DRZ/ETH Joint M.Sc.) Jérémy Riviere (DisneyResearch|Studios) Gaspard Zoss (DisneyResearch|Studios/ETH Joint PhD) Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Derek Bradley (DisneyResearch|Studios) Paulo Gotardo (DisneyResearch|Studios)
Rendering with Style: Combining Traditional and Neural Approaches for High-Quality Face Rendering
November 30, 2021
ACM SIGGRAPH Asia 2021
Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Sebastian Winberg (DisneyResearch|Studios) Gaspard Zoss (DisneyResearch|Studios/ETH Joint PhD) Jérémy Riviere (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH Zurich) Paulo Gotardo (DisneyResearch|Studios) Derek Bradley (DisneyResearch|Studios)
Adaptive Convolutions for Structure-Aware Style Transfer
June 19, 2021
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2021
Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Gaspard Zoss (DisneyResearch|Studios/ETH Joint PhD) Paulo Gotardo (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH Zurich) Derek Bradley (DisneyResearch|Studios)
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)