Publications

Full Papers

MeshFlow: Efficient Artistic Mesh Generation via MeshVAE and Flow-based Diffusion Transformer

Weiyu Li, Antoine Toisoul, Tom Monnier, Roman Shapovalov, Rakesh Ranjan, Ping Tan, Andrea Vedaldi

CVPR 2026 — Highlight

Project Page·Code·Model·Demo

WorldGen: From Text to Traversable and Interactive 3D Worlds

Dilin Wang†, Hyunyoung Jung, Tom Monnier, Kihyuk Sohn, Chuhang Zou, Xiaoyu Xiang, Yu-Ying Yeh, Di Liu, Zixuan Huang, Thu Nguyen-Phuoc, Yuchen Fan, Sergiu Oprea, Ziyan Wang, Roman Shapovalov, Nikolaos Sarafianos, Thibault Groueix, Antoine Toisoul, Prithviraj Dhar, Xiao Chu, Minghao Chen, Geon Yeong Park, Mahima Gupta, Yassir Azziz, Rakesh Ranjan†, Andrea Vedaldi† — †Project Lead

CVPR 2026

Blog Post

UnCommon Objects in 3D

Xingchen Liu, Piyush Tayal, Jianyuan Wang, Jesus Zarzar, Tom Monnier, Konstantinos Tertikas, Jiali Duan, Antoine Toisoul, Jason Y. Zhang, Natalia Neverova, Andrea Vedaldi, Roman Shapovalov, David Novotny

CVPR 2025, Nashville, USA

Project Page

Meta 3D Gen

Raphael Bensadoun*, Tom Monnier*, Yanir Kleiman*, Filippos Kokkinos, Yawar Siddiqui, Mahendra Kariya, Omri Harosh, Roman Shapovalov, Benjamin Graham, Emilien Garreau, Animesh Karnewar, Ang Cao, Idan Azuri, Iurii Makarov, Eric-Tuan Le, Antoine Toisoul, David Novotny†, Oran Gafni†, Natalia Neverova†, Andrea Vedaldi† — *Joint first authors, †Senior contributors

arXiv, 2024

Move Anything with Layered Scene Diffusion

Jiawei Ren, Mengmeng Xu, Jui-Chieh Wu, Ziwei Liu, Tao Xiang, Antoine Toisoul

CVPR 2024, Seattle, USA

Estimation of continuous valence and arousal levels from faces in naturalistic conditions

Antoine Toisoul, Jean Kossaifi, Adrian Bulat, Georgios Tzimiropoulos, Maja Pantic

Nature Machine Intelligence, 2021

Video·Code

Few-shot Action Recognition with Prototype-centered Attentive Learning

Xiatian Zhu, Antoine Toisoul, Juan-Manuel Pérez-Rúa, Brais Martinez, Li Zhang, Tao Xiang

BMVC 2021

Knowing What, Where and When to Look: Efficient Video Action Modeling with Attention

Juan-Manuel Pérez-Rúa, Brais Martinez, Xiatian Zhu, Antoine Toisoul, Victor Escorcia, Tao Xiang

BMVC 2021

SEWA DB: A Rich Database for Audio-Visual Emotion and Sentiment Research in the Wild

Jean Kossaifi, Robert Walecki, Yannis Panagakis, Jie Shen, Maximilian Schmitt, Fabien Ringeval, Jing Han, Vedhas Pandit, Antoine Toisoul, Björn Schuller, Kam Star, Elnar Hajiyev, Maja Pantic

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021

Egocentric Action Recognition by Video Attention and Temporal Context

Juan-Manuel Pérez-Rúa, Antoine Toisoul, Brais Martinez, Victor Escorcia, Li Zhang, Xiatian Zhu, Tao Xiang

CVPR Workshops 2020, Seattle, USA — 3rd position at the Epic-Kitchens Challenge of CVPR 2020

Factorized Higher-Order CNNs with an Application to Spatio-Temporal Emotion Estimation

Antoine Toisoul*, Jean Kossaifi*, Adrian Bulat, Yannis Panagakis, Timothy Hospedales, Maja Pantic — *Joint first authors

CVPR 2020, Seattle, USA

Practical Measurement-based Modeling and Rendering of Surface Diffraction

Antoine Toisoul

PhD thesis, Imperial College London, 2019

Acquiring Spatially Varying Appearance of Printed Holographic Surfaces

Antoine Toisoul*, Daljit Singh Dhillon*, Abhijeet Ghosh — *Joint first authors

ACM Transactions on Graphics (Proc. SIGGRAPH Asia), 37(6), 2018, Tokyo, Japan

Video

Real-time rendering of realistic surface diffraction with low rank factorisation

Antoine Toisoul, Abhijeet Ghosh

Proc. of European Conference on Visual Media Production (CVMP), Dec. 2017, London, UK

Video

Practical Acquisition and Rendering of Diffraction Effects in Surface Reflectance

Antoine Toisoul, Abhijeet Ghosh

ACM Transactions on Graphics, 2017 (presented at SIGGRAPH 2017), Los Angeles, USA

Video·Code

Accessible GLSL Shader Programming

Antoine Toisoul, Daniel Rueckert, Bernhard Kainz

Proc. EuroGraphics 2017, Lyon, France

Video·Code

Image-Based Relighting using Room Lighting Basis

Antoine Toisoul, Abhijeet Ghosh

Proc. of European Conference on Visual Media Production (CVMP), Dec. 2016, London, UK

Presentations

• Invited talk at Sony, Japan on Acquiring Spatially Varying Appearance of Printed Holographic Surfaces. December 2018.
• Invited at the Google Computer Vision Summit in Zurich, Switzerland. September 2018.
• Acquiring Spatially Varying Appearance of Printed Holographic Surfaces at SIGGRAPH Asia 2018 in Tokyo, Japan.
• Real-time rendering of realistic surface diffraction with low rank factorisation at CVMP 2017 in London, UK.
• Practical Acquisition and Rendering of Diffraction Effects in Surface Reflectance at SIGGRAPH 2017 in Los Angeles, California.
• Accessible GLSL Shader Programming at Eurographics 2017 in Lyon, France.
• Image-Based Relighting using Room Lighting Basis at CVMP 2016 in London, UK.

Posters

• Practical acquisition and rendering of commonly found spatially varying holographic surfaces. Antoine Toisoul, Daljit Singh Dhillon, Abhijeet Ghosh. SIGGRAPH 2018 Poster.
• Real-time rendering of realistic surface diffraction with low rank factorisation. Antoine Toisoul, Abhijeet Ghosh. SIGGRAPH 2017 Poster.
• Image-Based Relighting using Room Lighting Basis. Antoine Toisoul, Abhijeet Ghosh. SIGGRAPH 2015 Poster.
• Image-Based Relighting using Room Lighting Basis. Antoine Toisoul, Abhijeet Ghosh. CVMP 2014 Poster.

Peer review

Reviewer for:

• CVPR (2026, 2025, 2024, 2023, 2022)
• SIGGRAPH (2021, 2020)
• SIGGRAPH Asia 2020
• ECCV 2022
• ICCV 2021
• Proceedings of the National Academy Of Sciences of the United States of America (PNAS)
• IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
• Image And Vision Computing journal.