English

Overfitted image coding at reduced complexity

Image and Video Processing 2024-03-19 v1

Abstract

Overfitted image codecs offer compelling compression performance and low decoder complexity, through the overfitting of a lightweight decoder for each image. Such codecs include Cool-chic, which presents image coding performance on par with VVC while requiring around 2000 multiplications per decoded pixel. This paper proposes to decrease Cool-chic encoding and decoding complexity. The encoding complexity is reduced by shortening Cool-chic training, up to the point where no overfitting is performed at all. It is also shown that a tiny neural decoder with 300 multiplications per pixel still outperforms HEVC. A near real-time CPU implementation of this decoder is made available at https://orange-opensource.github.io/Cool-Chic/.

Keywords

Cite

@article{arxiv.2403.11651,
  title  = {Overfitted image coding at reduced complexity},
  author = {Théophile Blard and Théo Ladune and Pierrick Philippe and Gordon Clare and Xiaoran Jiang and Olivier Déforges},
  journal= {arXiv preprint arXiv:2403.11651},
  year   = {2024}
}

Comments

5 pages, submitted to European Signal Processing Conference (EUSIPCO) 2024