English

Pushing The Limits of the Wiener Filter in Image Denoising

Image and Video Processing 2023-03-30 v1

Abstract

As modern image denoiser networks have grown in size, their reported performance in popular real noise benchmarks such as DND and SIDD have now long outperformed classic non-deep learning denoisers such as Wiener and Wavelet-based methods. In this paper, we propose to revisit the Wiener filter and re-assess its potential performance. We show that carefully considering the implementation of the Wiener filter can yield similar performance to popular networks such as DnCNN.

Keywords

Cite

@article{arxiv.2303.16640,
  title  = {Pushing The Limits of the Wiener Filter in Image Denoising},
  author = {Clément Bled and François Pitié},
  journal= {arXiv preprint arXiv:2303.16640},
  year   = {2023}
}

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ICIP Preprint