Method Drift›Mixture-of-experts routing
Superseded baseline#438 of 1,370 most-superseded
VQCNIR
VQCNIR: Clearer Night Image Restoration with Vector-Quantized CodebookMixture-of-experts routing · first seen Dec 14, 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superseded — cited as a baseline and beaten by newer methods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 VQCNIR. 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 VQCNIR · PSNR [LOL Blur dataset]
28.01 vs 27.79
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.