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Geometry of the Visual Cortex with Applications to Image Inpainting and Enhancement

arXiv 2308.07652 ↗First posted 15 Aug 2023cs.CVcited by 0

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Abstract (arXiv)

Equipping the rototranslation group SE(2) with a sub-Riemannian structure inspired by the visual cortex V1, we propose algorithms for image inpainting and enhancement based on hypoelliptic diffusion. We innovate on previous implementations of the methods by Citti, Sarti, and Boscain et al., by proposing an alternative that prevents fading and is capable of producing sharper results in a procedure that we call WaxOn-WaxOff. We also exploit the sub-Riemannian structure to define a completely new unsharp filter using SE(2), analogous to the classical unsharp filter for 2D image processing. We demonstrate our method on blood vessels enhancement in retinal scans.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 4 of its 45 references that are in the map. First posted on arXiv 15 Aug 2023.

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4 of 45 references.

References · 4

  1. 2018Roto-Translation Covariant Convolutional Networks for Medical Image Analysiscited by 92
  2. 2015Highly corrupted image inpainting through hypoelliptic diffusioncited by 5
  3. 2013Hypoelliptic diffusion and human vision: a semi-discrete new twistcited by 2
  4. 2018Cortical-inspired image reconstruction via sub-Riemannian geometry and hypoelliptic diffusioncited by 1

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