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20192026
most citedRobust and interpretable blind image denoising via bias-free convolutional neural networks

34 citations · 52 across the 10 of their papers we have counts for

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2 papers · 1 filter

cs.LG2025

Learning normalized image densities via dual score matching

Florentin Guth, Zahra Kadkhodaie, Eero P Simoncelli

Learning probability models from data is at the heart of many machine learning endeavors, but is notoriously difficult due to the curse of dimensionality. We introduce a new framew…

cs.CV2025

Unconditional CNN denoisers contain sparse semantic representation of images

Zahra Kadkhodaie, Stéphane Mallat, Eero Simoncelli

Generative diffusion models learn probability densities over diverse image datasets by estimating the score with a neural network trained to remove noise. Despite their remarkable…