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Louis Thiry

2 accepted papers

2021

The Unreasonable Effectiveness of Patches in Deep Convolutional Kernels Methods

ICLR 2021poster

A recent line of work showed that various forms of convolutional kernel methods can be competitive with standard supervised deep convolutional networks on datasets like CIFAR-10, obtaining accuracies in the range of 87-90% while being more amenable to theoretical analysis. In this work, we highlig…

2020

Deep Network Classification by Scattering and Homotopy Dictionary Learning

ICLR 2020poster

We introduce a sparse scattering deep convolutional neural network, which provides a simple model to analyze properties of deep representation learning for classification. Learning a single dictionary matrix with a classifier yields a higher classification accuracy than AlexNet over the ImageNet 201…

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