Method Drift›Mixture-of-experts routing
Superseded baseline#392 of 1,370 most-superseded
Retinexformer
Retinexformer: One-stage Retinex-based Transformer for Low-light Image EnhancementMixture-of-experts routing · first seen Mar 12, 2023
superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating Retinexformer. Values are copied from the source paper's tables — verify against the cited paper.
- ISALux: Illumination and Segmentation Aware Transformer Employing Mixture of Experts for Low Light Image Enhancement
ISALux beats Retinexformer · Average PSNR [LOL-v1, LOL-v2-Real, LOL-v2-Synthetic, SDSD-in, SDSD-out datasets]
30.08 vs 28.71
- ISALux: Illumination and Segmentation Aware Transformer Employing Mixture of Experts for Low Light Image Enhancement
ISALux beats Retinexformer · PSNR [LOL Blur dataset]
28.01 vs 22.90
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.