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
Training a Deep Remastering Model
July 24, 2022
ACM SIGGRAPH 2022
Abdelaziz Djelouah (DisneyResearch|Studios) Sally Hattori (The Walt Disney Company) Andrew J. Wahlquist (The Walt Disney Company) Christopher Schroers (DisneyResearch|Studios)
Local Anatomically-Constrained Facial Performance Retargeting
July 24, 2022
ACM SIGGRAPH 2022
Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Loïc Ciccone (DisneyResearch|Studios) Markus Gross (DisneyResearch|Studios/ETH) Derek Bradley (DisneyResearch|Studios)
MoRF: Morphable Radiance Fields for Multiview Neural Head Modeling
July 24, 2022
ACM SIGGRAPH 2022
Daoye Wang (ETH Zürich) Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Gaspard Zoss (DisneyResearch|Studios/ETH Joint PhD) Derek Bradley (DisneyResearch|Studios) Paulo Gotardo (DisneyResearch|Studios)
Facial Hair Tracking for High Fidelity Performance Capture
July 24, 2022
ACM SIGGRAPH 2022
Sebastian Winberg (DisneyResearch|Studios/ETH Zurich) Gaspard Zoss (DisneyResearch|Studios/ETH Joint PhD) Prashanth Chandran (DisneyResearch|Studios/ETH Joint PhD) Paulo Gotardo (DisneyResearch|Studios) Derek Bradley (DisneyResearch|Studios)
Implicit Neural Representation for Physics-driven Actuated Soft Bodies
July 24, 2022
ACM SIGGRAPH 2022
LingchenYang (ETH Zürich) Byungsoo Kim (ETH Zürich) Gaspard Zoss (DisneyResearch|Studios/ETH Joint PhD) Baran Gözcü (ETH Zürich) Markus Gross (DisneyResearch|Studios/ETH) Barbara Solenthaler (ETH Zürich)
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)