activity
20172022
most citedModeling Information Flow Through Deep Neural Networks

3 citations · 6 across the 5 of their papers we have counts for

collaborators

10 papers

cs.CV2022

Registering Image Volumes using 3D SIFT and Discrete SP-Symmetry

Laurent Chauvin, William Wells, Matthew Toews

This paper proposes to extend local image features in 3D to include invariance to discrete symmetry including inversion of spatial axes and image contrast. A binary feature sign $s…

cs.CV2021

Curating Subject ID Labels using Keypoint Signatures

Laurent Chauvin, Matthew Toews

Subject ID labels are unique, anonymized codes that can be used to group all images of a subject while maintaining anonymity. ID errors may be inadvertently introduced manually err…

eess.IV2021

Efficient Pairwise Neuroimage Analysis using the Soft Jaccard Index and 3D Keypoint Sets

Laurent Chauvin, Kuldeep Kumar, Christian Desrosiers +2

We propose a novel pairwise distance measure between image keypoint sets, for the purpose of large-scale medical image indexing. Our measure generalizes the Jaccard index to accoun…

cs.CV2020

Large Scale Indexing of Generic Medical Image Data using Unbiased Shallow Keypoints and Deep CNN Features

L. Chauvin, M. Ben Lazreg, J. B. Carluer +2

We propose a unified appearance model accounting for traditional shallow (i.e. 3D SIFT keypoints) and deep (i.e. CNN output layers) image feature representations, encoding respecti…

eess.IV20193 cited

WaveletBrain: Characterization of human brain via spectral graph wavelets

Majid Masoumi, Matthew Toews, Herve Lombaert

Early diagnosis of Alzheimer's disease plays a key role in understanding the degree of the patient's mental decline and determining preventive therapies. In this study, we introduc…

cs.CV2018

Keypoint Transfer for Fast Whole-Body Segmentation

Christian Wachinger, Matthew Toews, Georg Langs +2

We introduce an approach for image segmentation based on sparse correspondences between keypoints in testing and training images. Keypoints represent automatically identified disti…