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Herve Lombaert

3 accepted papers

2025

Spectral State Space Model for Rotation-Invariant Visual Representation Learning

CVPR 2025poster

State Space Models (SSMs) have recently emerged as an alternative to Vision Transformers (ViTs) due to their unique ability of modeling global relationships with linear complexity. SSMs are specifically designed to capture spatially proximate relationships of image patches. However, they fail to ide…

Cited by 0SourcePDFScholar
2025

TRUST: Test-Time Refinement using Uncertainty-Guided SSM Traverses

NeurIPS 2025poster

State Space Models (SSMs) have emerged as efficient alternatives to Vision Transformers (ViTs), with VMamba standing out as a pioneering architecture designed for vision tasks. However, their generalization performance degrades significantly under distribution shifts. To address this limitation, we…

Cited by 0SourceScholar
2022

Medial Spectral Coordinates for 3D Shape Analysis

CVPR 2022oral

In recent years there has been a resurgence of interest in our community in the shape analysis of 3D objects represented by surface meshes, their voxelized interiors, or surface point clouds. In part, this interest has been stimulated by the increased availability of RGBD cameras, and by application…

Cited by 9PDFScholar