Mixture-of-experts routing
VQCNIR: Clearer Night Image Restoration with Vector-Quantized Codebook
Superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 1 beat it 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 beats VQCNIR
28.01 vs 27.79
PSNR · [LOL Blur dataset]
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.