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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 ReductionDeepLesion Average (test)
PSNR41.83
10
Metal Artifact ReductionDeepLesion Small Metal (test)
PSNR45.27
10
Metal Artifact ReductionDeepLesion Metal Size Group 4 (test)
PSNR45.03
10
Metal Artifact ReductionDeepLesion Metal Size Group 3 (test)
PSNR42.25
10
Metal Artifact ReductionDeepLesion Metal Size Group 2 (test)
PSNR39.53
10
Metal Artifact ReductionDeepLesion Large Metal (test)
PSNR37.19
10
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
Medical DiagnosisDeepLesion
Accuracy45.52
8
Metal Artifact ReductionDeepLesion simulated (test)
PSNR (Image Domain)39.73
8
Universal Lesion DetectionDeepLesion key-slice (test)
Sensitivity @ FP=492.5
8
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