Graph Signal Processing in Machine Learning
Using Graphs for Deep Neural Networks
"A flexible solver for fast style transfers," G. Puy and P. Pérez, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, USA, 2019.
"Unifying local and non-local signal processing with graph CNNs," G. Puy, S. Kitic and P. Pérez, Deep Learning on Irregular domain, BMVC workshop, 2017.
Fast Spectral Clustering
"Compressive Spectral Clustering," N. Tremblay, G. Puy, R. Gribonval, and P. Vandergheynst. International Conference on Machine Learning (ICML), New York City, USA, 2016. [Code].
"Accelerated spectral clustering using graph filtering of random signals," N. Tremblay, G. Puy, P. Borgnat, R. Gribonval, and P. Vandergheynst. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, China, 2016.
Fast PCA
"Compressive PCA for Low-Rank Matrices on Graphs," N. Shahid, N. Perraudin, G. Puy, and P. Vandergheynst, IEEE Transactions on Signal and Information Processing over Networks, vol. 3, num. 4, pp. 695-710, 2017.
"Fast Robust PCA on Graphs," N. Shahid, N. Perraudin, V. Kalofolias, G. Puy, and P. Vandergheynst, IEEE Journal of Selected Topics in Signal Processing, vol. 10, num. 4, pp. 740-756, 2016. [Code].