Publications

2025 TMLR

PartSDF: Part-Based Implicit Neural Representation for Composite 3D Shape Parametrization and Optimization

Nicolas Talabot, Olivier Clerc, Arda C. Demirtas, Alexis Goujon, Hieu Le, Doruk Oner, Pascal Fua

Transactions on Machine Learning Research (TMLR), 2025

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2025 ICCV

View-consistent Sampling Method for Regularized Training of Neural Radiance Fields

Aoxiang Fan, Corentin Dumery, Nicolas Talabot, Pascal Fua

International Conference on Computer Vision (ICCV), 2025

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2025 ICCV

Counting Stacked Objects

Corentin Dumery, Noa Etté, Aoxiang Fan, Ren Li, Jingyi Xu, Hieu Le, Pascal Fua

International Conference on Computer Vision (ICCV), 2025

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2025 ICML

IT³: Idempotent Test-Time Training

Nikita Durasov, Assaf Shocher, Doruk Oner, Gal Chechik, Alexei A Efros, Pascal Fua

International Conference on Machine Learning (ICML), 2025

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2025 SIGGRAPH

Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinates

Ren Li, Cong Cao, Corentin Dumery, Yingxuan You, Hao Li, Pascal Fua

ACM SIGGRAPH (SIGGRAPH), 2025

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2024

MedTet: An Online Motion Model for 4D Heart Reconstruction

Yihong Chen, Jiancheng Yang, Deniz Sayin Mercadier, Hieu Le, Pascal Fua

Paper arXiv Code Project Page
2024 NeurIPS

Reconstruction of Manipulated Garment with Guided Deformation Prior

Ren Li, Corentin Dumery, Zhantao Deng, Pascal Fua

Advances in Neural Information Processing Systems (NeurIPS), 2024

Paper arXiv Project Page
2024 ICML

Enabling Uncertainty Estimation in Iterative Neural Networks

Nikita Durasov, Doruk Oner, Jonathan Donier, Hieu Le, Pascal Fua

International Conference on Machine Learning (ICML), 2024

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2024 TMLR

ZigZag: Universal Sampling-free Uncertainty Estimation Through Two-Step Inference

Nikita Durasov, Nik Dorndorf, Hieu Le, Pascal Fua

Transactions on Machine Learning Research (TMLR), 2024

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2024 ECCV

Neural Surface Detection for Unsigned Distance Fields

Federico Stella, Nicolas Talabot, Hieu Le, Pascal Fua

European Conference on Computer Vision (ECCV), 2024

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2024 CVPR

Garment Recovery with Shape and Deformation Priors

Ren Li, Corentin Dumery, Benoit Guillard, Pascal Fua

Conference on Computer Vision and Pattern Recognition (CVPR), 2024

Paper arXiv Code Project Page
2024 AIAA

DiffAirfoil: An Efficient Novel Airfoil Sampler Based on Latent Space Diffusion Model for Aerodynamic Shape Optimization

Zhen Wei, Edouard Dufour, Colin Pelletier, Pascal Fua, Michaël Bauerheim

Paper arXiv Code Project Page
2024 AIAA

DeepGeo: Deep Geometric Mapping for Automated and Effective Parameterization in Aerodynamic Shape Optimization

Zhen Wei, Aobo Yang, Jichao Li, Michaël Bauerheim, Rhea Patricia Liem, Pascal Fua

Paper arXiv Code Project Page
2023 AIAA

Latent Representation of Computational Fluid Dynamics Meshes and Application to Airfoil Aerodynamics

Zhen Wei, Benoît Guillard, Pascal Fua, Vincent Chapin, Michaël Bauerheim

Paper arXiv Code Project Page
2023 NeurIPS

ISP: Multi-Layered Garment Draping with Implicit Sewing Patterns

Ren Li, Benoit Guillard, Pascal Fua

Advances in Neural Information Processing Systems (NeurIPS), 2023

Paper arXiv Code Project Page
2023 AIAA

Automatic Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning

Zhen Wei, Pascal Fua, Michaël Bauerheim

Paper arXiv Code Project Page
2023 ICCV

GECCO: Geometrically-Conditioned Point Diffusion Models

Michał J. Tyszkiewicz (EPFL), Pascal Fua (EPFL), Eduard Trulls (Google)

International Conference on Computer Vision (ICCV), 2023

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2023 CVPR

DrapeNet: Garment Generation and Self-Supervised Draping

Luca De Luigi*, Ren Li*, Benoit Guillard, Mathieu Salzmann, Pascal Fua

Conference on Computer Vision and Pattern Recognition (CVPR), 2023

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2022 CVPR Oral

Leveraging Self-Supervision for Cross-Domain Crowd Counting

Weizhe Liu, Nikita Durasov, Pascal Fua

Conference on Computer Vision and Pattern Recognition (CVPR), 2022

Paper arXiv Code Project Page
2022 TMI

Adjusting The Ground Truth Annotations for Connectivity-Based Learning to Delineate

Doruk Oner, Leonardo Citraro, Mateusz Kozinski, Pascal Fua

IEEE Transactions on Medical Imaging, 2022

Paper arXiv Code Project Page
2021 CVPR

Masksembles for Uncertainty Estimation

Nikita Durasov, Timur Bagautdinov, Pierre Baque, Pascal Fua

Conference on Computer Vision and Pattern Recognition (CVPR), 2021

Paper arXiv Code Project Page
2021 TPAMI

Promoting Connectivity of Network-Like Structures by Enforcing Region Separation

Doruk Oner Mateusz Kozinski, Leonardo Citraro, Nathan C. Dadap, Alexandra G. Konings, Pascal Fua

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021

Paper arXiv Code Project Page
2021 ICCV

Temporally-Coherent Surface Reconstruction via Metric-Consistent Atlases

Jan Bednarik, Vladimir G. Kim, Siddhartha Chaudhuri, Shaifali Parashar, Mathieu Salzmann, Pascal Fua, Noam Aigerman

International Conference on Computer Vision (ICCV), 2021

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