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DeepLesion

Benchmarks

Task NameDataset NameSOTA ResultTrend
Universal Lesion DetectionDeepLesion universal (test)
Sensitivity @ 0.5 FPPI79.17
34
Lesion DetectionDeepLesion (test)
Sensitivity @ 1.0 FPs85.29
30
Universal Lesion DetectionDeepLesion official (test)
Sensitivity (0.5 FPPI)81.03
20
Metal Artifact ReductionDeepLesion synthesized (Medium Metal)
PSNR (dB)45.06
19
Lesion DetectionDeepLesion official (test)
Sensitivity @ 0.5 FPPI76.12
18
Sparse-view metal artifact removalDeepLesion (test)
PSNR42.66
15
Universal Lesion DetectionDeepLesion standard (test)
Sensitivity @ 0.5 FPPI81.02
13
Metal Artifact ReductionSynthesized DeepLesion Average
PSNR45.04
10
Metal Artifact ReductionSynthesized DeepLesion Small Metal Subset 2
PSNR46.54
10
Metal Artifact ReductionSynthesized DeepLesion Small Metal Subset 1
PSNR45.78
10
Metal Artifact ReductionSynthesized DeepLesion Large Metal Subset 2
PSNR44.29
10
Metal Artifact ReductionSynthesized DeepLesion Large Metal Subset 1
PSNR43.53
10
Metal Artifact ReductionDeepLesion 43 (test)
PSNR38.19
10
Metal Artifact ReductionDeepLesion synthesized
PSNR (dB)42.19
9
Lesion SegmentationDeepLesion (test)
Diameter Error1.7088
9
Lesion TaggingDeepLesion (test)
AUC96.01
9
Metal Artifact ReductionDeepLesion simulated (test)
PSNR (Image Domain)39.73
8
Universal Lesion DetectionDeepLesion key-slice (test)
Sensitivity @ FP=492.5
8
CT Metal Artifact ReductionSynthesized DeepLesion Metal Size Group 5 (Smallest) (test)
PSNR46.48
7
CT Metal Artifact ReductionSynthesized DeepLesion Metal Size Group 4 (test)
PSNR45.2
7
CT Metal Artifact ReductionSynthesized DeepLesion Metal Size Group 2 (test)
PSNR40.42
7
CT Metal Artifact ReductionSynthesized DeepLesion Metal Size Group 1 (Largest) (test)
PSNR38.28
7
CT Image ReconstructionDeepLesion nr=128 N1=10^6
PSNR48.62
7
CT Image ReconstructionDeepLesion nr=64 N1=10^6
PSNR43.75
7
CT Image ReconstructionDeepLesion N1=10^6 (nr=32)
PSNR39.39
7
Showing 25 of 32 rows