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LIDC-IDRI

Benchmarks

Task NameDataset NameSOTA ResultTrend
Lung nodule classificationLIDC-IDRI
AUC94.84
36
Multi-rater Medical Image SegmentationLIDC-IDRI (test)
GED0.1358
26
Medical Image SegmentationLIDC-IDRI (test)
GED0.208
24
Medical Image SegmentationLIDC-IDRI
GED0.1048
23
Sparse-view CT imaging reconstructionLIDC-IDRI full resolution
Reconstruction Bias0.0467
15
Lung CT SynthesisLIDC-IDRI ([100, 1000])
FID71.3
13
Lung CT SynthesisLIDC-IDRI ([30, 70])
FID73.1
13
Lung CT SynthesisLIDC-IDRI [−500, −200]
FID52.9
13
Lung CT SynthesisLIDC-IDRI [−950, −700]
FID75.8
13
Lung CT SynthesisLIDC-IDRI (Full-range)
FID66.8
13
Lung CT SynthesisLIDC-IDRI
MMD (Full Range)0.0462
13
Medical Image SegmentationLIDC-IDRI (5-fold cross-val)
IoU69.1
11
Low-Dose CT DenoisingLIDC-IDRI 10% Dose
PSNR (dB)39.39
10
Low-Dose CT DenoisingLIDC-IDRI 25% Dose
PSNR (dB)40.99
10
Lung Nodule SegmentationLIDC-IDRI
GED0.232
10
Lung Nodule SegmentationLIDC-IDRI (test)
Dice77.4
9
Nodule ClassificationLIDC-IDRI All Nodules (test folds 1-5)
Accuracy90.44
8
Image Distribution SimilarityLIDC-IDRI
FID0.75
7
SegmentationLIDC-IDRI
Dice80
6
Pulmonary nodule classificationLIDC-IDRI (folds 1-5)
Accuracy90.77
6
CT Reconstruction from single-planar X-rayLIDC-IDRI
MAE0.0391
5
Computed TomographyLIDC-IDRI (test)
PSNR28.83
4
CT ReconstructionLIDC-IDRI CT 50 views 50 dB SNR (110 test pairs)
PSNR33.99
4
Orthogonal CT ReconstructionLIDC-IDRI
MAE75.3
4
Image RegistrationLIDC-IDRI
Registration Error0.02
3
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