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Papers Benchmarks Datasets Tasks

Anomaly Detection research benchmarks – Page 60 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

802.11 PCAP Invalid PMKID

100AUROC

2

Mar 17, 2026

802.11 PCAP EAPOL Timeout

1AUROC

2

Mar 17, 2026

802.11 PCAP Bad Password

0.99AUROC

2

Mar 17, 2026

94I-AUC

2

Mar 17, 2026

All MVTec-AD, VisA, MPDD, BTAD combined

95.4I-AUROC

2

Feb 26, 2026

99.4I-AUROC

2

Feb 26, 2026

Global High-Noise Regime η = 0.9 α = 0.9 (maximum feature corruption)

Target-only baseline

99ROC AUC

2

Feb 26, 2026

Global High-Purity Regime (low-noise) η = 0.1 α = 0.1

Target-only baseline

98.3ROC AUC

2

Feb 26, 2026

Global Full Experimental Grid (All tested scenarios)

Target-only baseline

98.7ROC AUC

2

Feb 26, 2026

90.56Accuracy

2

Feb 26, 2026

97.6AUROC

2

Feb 26, 2026

MVTec-AD full-shot

0.995AUROC

2

Feb 26, 2026

Real-IAD single view

88.6AUROC

2

Feb 26, 2026

BTAD Category 1 (wood)

97Image AUROC

2

Feb 26, 2026

MNIST (one vs. rest)

96Mean AUC

2

Feb 26, 2026

Fashion-MNIST (one vs. rest)

94.7Mean AUC

2

Feb 26, 2026

ImageNet-30 (one vs. rest)

99.9Mean AUC

2

Feb 26, 2026

CIFAR-10 1.0 (test)

73.7Class 0 Score

2

Feb 26, 2026

72.63AUROC

2

Feb 26, 2026

CatsVsDogs ASIRRA (test)

97.5Average Class ROCAUC

2

Feb 26, 2026

Caltech-UCSD Birds 200 (test)

95.2Average Class ROCAUC

2

Feb 26, 2026

Oxford Flowers 102 Category (test)

0.939Average Class ROCAUC

2

Feb 26, 2026

Avenue GT: 47 (test)

45Detected Anomalies Rate

2

Feb 26, 2026

NSL-KDD Multiclass full

84.7F1 Score

1

Jun 29, 2026

NSL-KDD Multiclass (test)

60.86F1 Score

1

Jun 29, 2026

Page 60 of 62

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MVTec AD MNIST CIFAR Gaussian mixture synthetic dataset SMAP

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