Low-light enhancement

Benchmarks

Dataset Name	SOTA Method	Metric
LOL v1 (test)	Resfusion	PSNR30.02	53	1mo ago
BVI-RLV 40 dynamic scenes	Retinexformer	PSNR32.63	26	16d ago
MDRS-Landsat	EvoIR	PSNR44.73	12	1mo ago
merged low		FID48.47	11	1mo ago
Low-light enhancement dataset	ShadowDiffusion	LPIPS0.1	11	1mo ago
FoundIR-L	AutoDIR	PSNR21.91	10	1mo ago
DID (413 HD pairs)	TempRetinex	PSNR32.24	9	16d ago
RealIR-Bench	RealRestorer	LPS0.597	8	22d ago
LOL v2	DiffUIR	PSNR26.14	8	1mo ago
LOL v1	DiffUIR	PSNR21.36	8	1mo ago
Efficiency Benchmarking 256 x 256 input	Retinexformer	Params (M)1.61	8	1mo ago
LoL-C Level 1 1.0 (test)	VICT	Brightness20.72	8	1mo ago
SID-RGB (test)	RDDM	PSNR23.97	7	1mo ago
AIO-IR Low-light enhancement	DFPIR	PSNR25.92	5	1mo ago
Visual In-Context Learning (V-ICL) Benchmark	VIRAL	PSNR25.24	5	1mo ago
200 sampled images (test)	PromptFix	LPIPS0.161	5	1mo ago
LOL dataset	CIDNet + ORNet	MUSIQ74.88	4	1mo ago
LoL-C level 3 v1 (test)	VICT	PSNR (Brightness)18.34	4	1mo ago
LoL-C (test)	VICT	Brightness Score19.29	4	1mo ago
LoL-C level 5 (test)	VICT	Brightness Score18.19	4	1mo ago
LoL-C level 4 (val)	VICT	Brightness Degradation Score17.82	4	1mo ago
LoL-C level 1 (test)	VICT	PSNR (brightness)20.72	4	1mo ago
LoL-C level 2 corruptions (test)	VICT	PSNR (Brightness Corruption)19.29	4	1mo ago
LoL-C	Painter	Brightness Score17	4	1mo ago
LOL v2-real (evaluation)	Resfusion	PSNR22.06	3	1mo ago

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