English

SPICE: Simple and Practical Image Clarification and Enhancement

Computer Vision and Pattern Recognition 2025-10-10 v1

Abstract

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.

Keywords

Cite

@article{arxiv.2510.08358,
  title  = {SPICE: Simple and Practical Image Clarification and Enhancement},
  author = {Alexander Belyaev and Pierre-Alain Fayolle and Michael Cohen},
  journal= {arXiv preprint arXiv:2510.08358},
  year   = {2025}
}

Comments

5 pages, 8 figures

R2 v1 2026-07-01T06:27:07.656Z