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Séminaire des doctorants / post-doctorants du CSD : Nathanaël Cuvelle–Magar

CSD Conference room

Title: Optimal denoising of geometrically regular images with scattering coefficients   Abstract: Optimal suppression of additive Gaussian white noise has many image processing applications and is a key step to generate images with score diffusion algorithms. For images with edges that are piecewise regular, nearly optimal denoisers can be computed by thresholding a sparse representation in a dictionary of curvelets or bandlets. It requires to adapt the support of selected dictionary vectors to geometric image properties. In contrast, convolutional deep neural networks can implement optimal denoising algorithms with a cascade […]