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Table 1 Comparison of Failure Prediction Model using Different Datasets

From: Ramifications of incorrect image segmentations; emphasizing on the potential effects on deep learning methods failure

Dataset

AUPR-Success

AUPR-Error

AUC

FPR-95%-TPR

MNIST

MLP

36.62

35.33

98.04

21.60

MNIST

Small ConvNet

43.26

31.03

93.44

75.63

SVHN

63.89

30.04

93.40

58.92

CIFAR-10

151.22

32.05

86.77

51.87

CIFAR-100

90.64

43.51

89.19

38.73

ConfidNet

28.36

61.54

86.84

76.21