Xavier Bresson
Xavier Bresson
Assoc Prof of Computer Science, NUS & Distinguished Researcher at Element Inc
Verified email at - Homepage
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Convolutional neural networks on graphs with fast localized spectral filtering
M Defferrard, X Bresson, P Vandergheynst
Advances in neural information processing systems 29, 2016
Fast global minimization of the active contour/snake model
X Bresson, S Esedoḡlu, P Vandergheynst, JP Thiran, S Osher
Journal of Mathematical Imaging and vision 28 (2), 151-167, 2007
Benchmarking graph neural networks
VP Dwivedi, CK Joshi, T Laurent, Y Bengio, X Bresson
Journal of Machine Learning Research (JMLR), 2020
Structured sequence modeling with graph convolutional recurrent networks
Y Seo, M Defferrard, P Vandergheynst, X Bresson
Neural Information Processing: 25th International Conference, ICONIP 2018 …, 2018
Bregmanized nonlocal regularization for deconvolution and sparse reconstruction
X Zhang, M Burger, X Bresson, S Osher
SIAM Journal on Imaging Sciences 3 (3), 253-276, 2010
Cayleynets: Graph convolutional neural networks with complex rational spectral filters
R Levie, F Monti, X Bresson, MM Bronstein
IEEE Transactions on Signal Processing 67 (1), 97-109, 2018
A generalization of transformer networks to graphs
VP Dwivedi, X Bresson
arXiv preprint arXiv:2012.09699, 2020
Geometric matrix completion with recurrent multi-graph neural networks
F Monti, M Bronstein, X Bresson
Advances in neural information processing systems 30, 2017
Geometric applications of the split Bregman method: segmentation and surface reconstruction
T Goldstein, X Bresson, S Osher
Journal of scientific computing 45, 272-293, 2010
Fma: A dataset for music analysis
M Defferrard, K Benzi, P Vandergheynst, X Bresson
arXiv preprint arXiv:1612.01840, 2016
Fast dual minimization of the vectorial total variation norm and applications to color image processing
X Bresson, TF Chan
Inverse problems and imaging 2 (4), 455-484, 2008
Residual gated graph convnets
X Bresson, T Laurent
arXiv preprint arXiv:1711.07553, 2017
An efficient graph convolutional network technique for the travelling salesman problem
CK Joshi, T Laurent, X Bresson
arXiv preprint arXiv:1906.01227, 2019
Local histogram based segmentation using the Wasserstein distance
K Ni, X Bresson, T Chan, S Esedoglu
International journal of computer vision 84, 97-111, 2009
Graph neural networks with learnable structural and positional representations
VP Dwivedi, AT Luu, T Laurent, Y Bengio, X Bresson
International Conference on Learning Representations (ICLR), 2021
Matrix completion on graphs
V Kalofolias, X Bresson, M Bronstein, P Vandergheynst
arXiv preprint arXiv:1408.1717, 2014
Completely convex formulation of the Chan-Vese image segmentation model
ES Brown, TF Chan, X Bresson
International journal of computer vision 98, 103-121, 2012
A variational model for object segmentation using boundary information and shape prior driven by the Mumford-Shah functional
X Bresson, P Vandergheynst, JP Thiran
International Journal of Computer Vision 68, 145-162, 2006
Evaluation and comparison of current fetal ultrasound image segmentation methods for biometric measurements: a grand challenge
S Rueda, S Fathima, CL Knight, M Yaqub, AT Papageorghiou, ...
IEEE Transactions on medical imaging 33 (4), 797-813, 2013
Robust principal component analysis on graphs
N Shahid, V Kalofolias, X Bresson, M Bronstein, P Vandergheynst
Proceedings of the IEEE International Conference on Computer Vision, 2812-2820, 2015
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