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Raw-domain blind denoising on RawNIND 1493 cross-camera 512×512 real-noise crops (test)

30.68PSNRBlind2Unblind
28.96429.409529.85530.3005Jul 4, 2026

Evaluation results

MethodLinks
Blind2UnblindEvaluation protocol=Trained DL (upper reference, not blind)2026.0730.6879.320.22150.20188.93
VST + GALOSH coreAblation setup=shared VST front-end (no native estimation), CPU Time (s)=0.49, GPU Time (s)=0.602026.0730.6381.630.24810.21988.65
GALOSH FP32Evaluation protocol=blind, training-free, Precision=FP32, CPU Time (s)=0.54, GPU Time (s)=0.452026.0730.4979.080.23950.21278.64
BM3D-CFAEvaluation protocol=Classical - blind, native MAD, CPU Time (s)=2.302026.0730.2878.480.42680.346112.15
GALOSH INT16Evaluation protocol=blind, training-free, Precision=INT16, CPU Time (s)=2.32†, GPU Time (s)=0.352026.0730.1778.60.24530.21618.63
VST + BM3D-CFAAblation setup=shared VST front-end (no native estimation), CPU Time (s)=2.292026.0730.0777.920.4320.356313.04
NLM-CFAEvaluation protocol=Classical - blind, native MAD, CPU Time (s)=0.58, GPU Time (s)=0.762026.0729.5477.350.5190.436413.8
VST + NLM-CFAAblation setup=shared VST front-end (no native estimation), GPU Time (s)=0.682026.0729.0376.490.54520.463614.57