SPICE: Simple and Practical Image Clarification and Enhancement

Fuente: arXiv
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Hauptverfasser: Belyaev, Alexander, Fayolle, Pierre-Alain, Cohen, Michael
Format: Preprint
Veröffentlicht: 2025
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author Belyaev, Alexander
Fayolle, Pierre-Alain
Cohen, Michael
author_facet Belyaev, Alexander
Fayolle, Pierre-Alain
Cohen, Michael
contents We introduce a simple and efficient method to enhance and clarify images. More specifically, we deal with low light image enhancement and clarification of hazy imagery (hazy/foggy images, images containing sand dust, and underwater images). Our method involves constructing an image filter to simulate low-light or hazy conditions and deriving approximate reverse filters to minimize distortions in the enhanced images. Experimental results show that our approach is highly competitive and often surpasses state-of-the-art techniques in handling extremely dark images and in enhancing hazy images. A key advantage of our approach lies in its simplicity: Our method is implementable with just a few lines of MATLAB code.
format Preprint
id arxiv_https___arxiv_org_abs_2510_08358
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle SPICE: Simple and Practical Image Clarification and Enhancement
Belyaev, Alexander
Fayolle, Pierre-Alain
Cohen, Michael
Computer Vision and Pattern Recognition
We introduce a simple and efficient method to enhance and clarify images. More specifically, we deal with low light image enhancement and clarification of hazy imagery (hazy/foggy images, images containing sand dust, and underwater images). Our method involves constructing an image filter to simulate low-light or hazy conditions and deriving approximate reverse filters to minimize distortions in the enhanced images. Experimental results show that our approach is highly competitive and often surpasses state-of-the-art techniques in handling extremely dark images and in enhancing hazy images. A key advantage of our approach lies in its simplicity: Our method is implementable with just a few lines of MATLAB code.
title SPICE: Simple and Practical Image Clarification and Enhancement
topic Computer Vision and Pattern Recognition
url https://arxiv.org/abs/2510.08358