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cs.CV2025

PrIntMesh: Precise Intersection Surfaces for 3D Organ Mesh Reconstruction

Deniz Sayin Mercadier, Hieu Le, Yihong Chen +3

Human organs are composed of interconnected substructures whose geometry and spatial relationships constrain one another. Yet, most deep-learning approaches treat these parts indep…

cs.CV2025

High-Fidelity and Generalizable Neural Surface Reconstruction with Sparse Feature Volumes

Aoxiang Fan, Corentin Dumery, Nicolas Talabot +2

Generalizable neural surface reconstruction has become a compelling technique to reconstruct from few images without per-scene optimization, where dense 3D feature volume has prove…

cs.CV2024

MedTet: An Online Motion Model for 4D Heart Reconstruction

Yihong Chen, Jiancheng Yang, Deniz Sayin Mercadier +2

We present a novel approach to reconstruction of 3D cardiac motion from sparse intraoperative data. While existing methods can accurately reconstruct 3D organ geometries from full…

cs.CV2024

Counting Stacked Objects

Corentin Dumery, Noa Etté, Aoxiang Fan +4

Visual object counting is a fundamental computer vision task underpinning numerous real-world applications, from cell counting in biomedicine to traffic and wildlife monitoring. Ho…

cs.CV2024

Gradient Distance Function

Hieu Le, Federico Stella, Benoit Guillard +1

Unsigned Distance Functions (UDFs) can be used to represent non-watertight surfaces in a deep learning framework. However, UDFs tend to be brittle and difficult to learn, in part b…

cs.CV2024

CathAction: A Benchmark for Endovascular Intervention Understanding

Baoru Huang, Tuan Vo, Chayun Kongtongvattana +35

Real-time visual feedback from catheterization analysis is crucial for enhancing surgical safety and efficiency during endovascular interventions. However, existing datasets are of…