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ELD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Membership Inference AttackELD user-level (test)
TPR @ 0% FPR73
78
Membership Inference AttackELD record-level (test)
TPR @ 0.1% FPR6.66
78
Membership Inference AttackELD
ROC-AUC0.758
78
Raw Image DenoisingELD Sony A7S2, x200 1.0 (test)
PSNR43.42
14
RAW Image DenoisingELD Canon EOS700D (test)
PSNR47.7006
12
RAW Image DenoisingELD Canon EOS70D (test)
PSNR48.5063
12
RAW Image DenoisingELD Nikon D850 (test)
PSNR50.6222
12
RAW Image DenoisingELD Sony A7S2 (test)
PSNR54.371
12
Low-light Image EnhancementELD Bayer RAW
PSNR29.27
10
Low-light raw denoisingELD Sony (test)
PSNR45.06
10
Low-light raw denoisingELD Sony (val)
PSNR46.5
10
Low-light Image EnhancementELD Sony A7S2, x100
PSNR43.29
9
Low-light Raw Image DenoisingELD Canon EOS 700D, x200 (test)
PSNR38.15
7
Low-light Raw Image DenoisingELD Canon EOS 700D x100 (test)
PSNR40.49
7
Low-light Raw Image DenoisingELD Canon EOS 70D, x200 (test)
PSNR38.78
7
Low-light Raw Image DenoisingELD Canon EOS 70D, x100 (test)
PSNR41.2
7
Low-light Raw Image DenoisingELD Nikon D850 x200 (test)
PSNR40.36
7
Low-light Raw Image DenoisingELD Nikon D850, x100 (test)
PSNR42.27
7
Low-light Raw Image DenoisingELD Sony A7S2, x100 (test)
PSNR45.44
7
Raw Image DenoisingELD Canon EOS 700D x200 1.0 (test)
PSNR37.86
7
Raw Image DenoisingELD Canon EOS 700D, x100 1.0 (test)
PSNR40.08
7
Raw Image DenoisingELD Canon EOS 70D, x200 1.0 (test)
PSNR38.17
7
Raw Image DenoisingELD Canon EOS 70D, x100 1.0 (test)
PSNR40.94
7
Raw Image DenoisingELD Nikon D850 x200 1.0 (test)
PSNR39.69
7
Raw Image DenoisingELD Nikon D850, x100 1.0 (test)
PSNR41.79
7
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