Table 1 Comparison of anomaly detection performance with state-of-the-art methods on the MVTec AD dataset.

From: Federated multi scale vision transformer with adaptive client aggregation for industrial defect detection

Method

AUROC (%)

AP (%)

F1-score (%)

IoU (%)

Pixel-wise Accuracy (%)

PatchCore27

98.1

96.7

85.0

78.4

94.3

FastFlow28

97.5

95.4

83.0

76.8

93.8

DifferNet29

96.2

93.1

81.0

74.5

92.5

DRAEM30

98.4

97.1

86.0

79.2

94.8

Proposed model

98.9

97.6

88.0

80.1

95.2

  1. Bold value indicates statistically significant
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