Florian Bernard
45 papers · 2015–2026 · 8 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (51) π Conference Polyglot Β· Silver π Academic Marathon Β· Half π Interdisciplinary Bridge Β· Gold π£ Hot Topic Early Bird
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Conference Loyalist
(27)
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Deep Specialist
(28)
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Dynamic Duo
(18)
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Keyword Champion
(7)
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Keyword Pioneer
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Trend Setter
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Prolific Year Β· Productive
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Keyword Collector
(178)
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Unstoppable Β· Silver
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Century Club Β· Bronze
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Conference Pioneer
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Research topics
Keywords
shape matching
(8)
cycle consistency
(7)
graph matching
(6)
3d shape matching
(6)
geometric consistency
(5)
point cloud
(5)
3d reconstruction
(4)
self-supervised learning
(3)
combinatorial optimization
(3)
3d face reconstruction
(3)
functional map
(3)
shape correspondence
(3)
multi-graph matching
(3)
partial shape matching
(3)
non-rigid matching
(2)
implicit neural representation
(2)
integer linear programming
(2)
unsupervised learning
(2)
quadratic optimization
(2)
convex optimization
(2)
Papers
Fast Markov Random Field Optimisation for Topologically Noisy 3D Shape Matching
CVPR 2026
Teaching DINOv3 About Partial 3D Geometry: A Self-Supervised Geometry-Aware Approach
CVPR 2026
4Deform: Neural Surface Deformation for Robust Shape Interpolation
CVPR 2025
EchoMatch: Partial-to-Partial Shape Matching via Correspondence Reflection
CVPR 2025
Fast Globally Optimal and Geometrically Consistent 3D Shape Matching
ICCV 2025
Higher-Order Ratio Cycles for Fast and Globally Optimal Shape Matching
CVPR 2025
Implicit Neural Surface Deformation with Explicit Velocity Fields
ICLR 2025
kh: Symmetry Understanding of 3D Shapes via Chirality Disentanglement
ICCV 2025
Towards Optimizing Large-Scale Multi-Graph Matching in Bioimaging
CVPR 2025
$C^2M^3$: Cycle-Consistent Multi-Model Merging
NeurIPS 2024
A Universal and Flexible Framework for Unsupervised Statistical Shape Model Learning
MICCAI 2024
DiscoMatch: Fast Discrete Optimisation for Geometrically Consistent 3D Shape Matching
ECCV 2024
FIRe: Fast Inverse Rendering Using Directional and Signed Distance Functions
WACV 2024
Partial-to-Partial Shape Matching with Geometric Consistency
CVPR 2024
Spectral Meets Spatial: Harmonising 3D Shape Matching and Interpolation
CVPR 2024
SpiderMatch: 3D Shape Matching with Global Optimality and Geometric Consistency
CVPR 2024
Synchronous Diffusion for Unsupervised Smooth Non-Rigid 3D Shape Matching
ECCV 2024
Unsupervised 3D Structure Inference from Category-Specific Image Collections
CVPR 2024
Conjugate Product Graphs for Globally Optimal 2D-3D Shape Matching
CVPR 2023
Neural Implicit Representations for Physical Parameter Inference From a Single Video
WACV 2023
Self-Supervised Learning for Multimodal Non-Rigid 3D Shape Matching
CVPR 2023
SIGMA: Scale-Invariant Global Sparse Shape Matching
ICCV 2023
Universe Points Representation Learning for Partial Multi-Graph Matching
AAAI 2023
A Comparative Study of Graph Matching Algorithms in Computer Vision
ECCV 2022
A Scalable Combinatorial Solver for Elastic Geometrically Consistent 3D Shape Matching
CVPR 2022
A Unified Framework for Implicit Sinkhorn Differentiation
CVPR 2022
Joint Deep Multi-Graph Matching and 3D Geometry Learning from Inhomogeneous 2D Image Collections
AAAI 2022
The Probabilistic Normal Epipolar Constraint for Frame-to-Frame Rotation Optimization Under Uncertain Feature Positions
CVPR 2022
Unsupervised Deep Multi-Shape Matching
ECCV 2022
i3DMM: Deep Implicit 3D Morphable Model of Human Heads
CVPR 2021
Isometric Multi-Shape Matching
CVPR 2021
Sparse Quadratic Optimisation over the Stiefel Manifold with Application to Permutation Synchronisation
NeurIPS 2021
HTML: A Parametric Hand Texture Model for 3D Hand Reconstruction and Personalization
ECCV 2020
MINA: Convex Mixed-Integer Programming for Non-Rigid Shape Alignment
CVPR 2020
StyleRig: Rigging StyleGAN for 3D Control Over Portrait Images
CVPR 2020
A Convex Relaxation for Multi-Graph Matching
CVPR 2019
FML: Face Model Learning From Videos
CVPR 2019
HiPPI: Higher-Order Projected Power Iterations for Scalable Multi-Matching
ICCV 2019
DS*: Tighter Lifting-Free Convex Relaxations for Quadratic Matching Problems
CVPR 2018
GANerated Hands for Real-Time 3D Hand Tracking From Monocular RGB
CVPR 2018
Self-Supervised Multi-Level Face Model Learning for Monocular Reconstruction at Over 250 Hz
CVPR 2018
A Combinatorial Solution to Non-Rigid 3D Shape-To-Image Matching
CVPR 2017
MoFA: Model-Based Deep Convolutional Face Autoencoder for Unsupervised Monocular Reconstruction
ICCV 2017
Linear Shape Deformation Models With Local Support Using Graph-Based Structured Matrix Factorisation
CVPR 2016
A Solution for Multi-Alignment by Transformation Synchronisation
CVPR 2015