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BrainMRI

Benchmarks

TaskDatasetSOTA resultTrendResults

Anomaly Detection

BrainMRI (test)

0.967AUC-ROC

59

Anomaly Classification

BrainMRI

95.9AUC

47

Anomaly Segmentation

BrainMRI

0.981AUC

39

Anomaly Detection

BrainMRI

98.3AUROC

31

Anomaly Detection

BrainMRI

0.986AUROC

24

Anomaly Detection

BrainMRI

0.977AUC

20

Anomaly Detection

BrainMRI

96.4AUROC

18

Anomaly Classification

BrainMRI BraTS 2021

0.944AUC

16

Anomaly Detection

BrainMRI

86.9Img-AUC

15

Image-level Anomaly Detection

BrainMRI

96.2AUROC

13

Image-level Anomaly Detection

BrainMRI

94.8AUROC

13

Anomaly Localization

BrainMRI

98.6Pixel AUC

10

Anomaly Classification

BrainMRI (test)

0.97AUC

10

Anomaly Detection

BrainMRI

85.8Image-level AUC

9

Anomaly Detection

BrainMRI Medical (test)

89.1AUROC

8

Anomaly Localization

BrainMRI Medical (test)

97AUROC

8

Anomaly Detection

BrainMRI

95.5AUROC

8

Anomaly Detection

BrainMRI

97.4I-AUROC

7

image-level classification

BrainMRI

96.4AUROC

6

BrainMRI

97.3AUROC

6

Anomaly Detection

BrainMRI

99.6AUPRC

4

Anomaly Segmentation

BrainMRI (test)

91.79AUC

3

Regularized Kernel Estimation

BrainMRI

0Eta Prime

2