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Image Credit: Arxiv

Plug-and-Play image restoration with Stochastic deNOising REgularization

  • Plug-and-Play (PnP) algorithms combine a physical model and deep neural network for image restoration.
  • PnP algorithms previously used denoisers on less noisy images, contrary to Diffusion Models.
  • SNORE is a new PnP framework that applies denoising on images with suitable noise levels.
  • SNORE uses stochastic regularization in a gradient descent algorithm for solving inverse problems.
  • The algorithm's convergence analysis and annealing extension are provided.
  • SNORE is competitive with state-of-the-art methods for deblurring and inpainting tasks.

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