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cs.CV2012★ 20 cited
Invariant Scattering Convolution Networks
Joan Bruna, Stéphane Mallat
A wavelet scattering network computes a translation invariant image representation, which is stable to deformations and preserves high frequency information for classification. It…
cs.CV2010★ 25 cited
Solving Inverse Problems with Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity
Guoshen Yu, Guillermo Sapiro, Stéphane Mallat
A general framework for solving image inverse problems is introduced in this paper. The approach is based on Gaussian mixture models, estimated via a computationally efficient MAP-…