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BSDS

Benchmarks

Task NameDataset NameSOTA ResultTrend
Boundary DetectionBSDS 500 (test)
ODS84.8
185
Image Super-ResolutionBSDS100
PSNR32.69
151
Super-ResolutionBSDS100 (test)
PSNR32.28
97
Classic Image Super-ResolutionBSDS100 (test)
PSNR32.71
78
Image Compressed SensingBSDS100 (test)
PSNR38.07
78
Super-ResolutionBSDS100 2x
PSNR32.44
50
Super-ResolutionBSDS100 4x
PSNR27.82
40
Boundary DetectionBSDS500
ODS F-score0.859
37
Edge DetectionBSDS v1 (test)
ODS85.4
32
Super-ResolutionBSDS100
PSNR31.9
31
Density EstimationBSDS300 (test)
NLL (nats)-157.73
25
Edge DetectionBSDS500 (test)
ODS86.3
20
Edge DetectionBSDS (test)
SEval ODS85.4
18
Density EstimationBSDS300
NLL52.38
16
Edge DetectionBSDS 500 (test)
ODS87.3
16
Image DenoisingBSDS (test)
PSNR25.54
15
Image ReconstructionBSDS500 (test)
PSNR (dB)45.49
11
Image SegmentationBSDS500 (test)
SC23.05
11
Hybrid-degradation restoration (LR4 & JPEG30)BSDS100
PSNR25.08
10
Hybrid-degradation restoration (LR4 & Noise30)BSDS100
PSNR25.02
10
Image RestorationBSDS100
PSNR23.71
9
Gaussian DenoisingBSDS300 sigma=50 sRGB
PSNR28.65
8
Unconditional density estimationBSDS300 (test)
Avg Test Log Likelihood (nats)156.36
8
Compression Artifacts ReductionBSDS500 (test)
PSNR29.87
8
Density EstimationBSDS300 d=63; N=1,300,000 (test)
Avg Test LL159.8
8
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