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A simple blind-denoising filter inspired by electrically coupled photoreceptors in the retina

arXiv 1806.05882 ↗First posted 15 Jun 2018cs.CV eess.IV q-bio.NCcited by 1

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Abstract (arXiv)

Photoreceptors in the retina are coupled by electrical synapses called "gap junctions". It has long been established that gap junctions increase the signal-to-noise ratio of photoreceptors. Inspired by electrically coupled photoreceptors, we introduced a simple filter, the PR-filter, with only one variable. On BSD68 dataset, PR-filter showed outstanding performance in SSIM during blind denoising tasks. It also significantly improved the performance of state-of-the-art convolutional neural network blind denosing on non-Gaussian noise. The performance of keeping more details might be attributed to small receptive field of the photoreceptors.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 15 Jun 2018.

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