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ResearchFormerly WizWand

Anomaly Detection on UCR

96.94F1 ScoreTranAD

Evaluation results

Method	Links
TranAD2022.01		96.94	94.07	100	99.94
USAD2022.01		94.47	89.52	100	99.89
TranAD2022.01		93.99	—	—	99.89
MAD-GAN2022.01		91.65	85.38	98.91	99.84
OmniAnomaly2022.01		90.98	83.46	99.99	99.81
MTAD-GAT2022.01		87.61	78.12	99.72	99.78
MTAD-GAT2022.01		86.71	—	—	99.74
USAD2022.01		85.38	—	—	99.67
CAE-M2022.01		82.22	69.81	100	99.57
MAD-GAN2022.01		82.16	—	—	99.59
GDN2022.01		81.58	68.94	99.88	99.59
GDN2022.01		80.29	—	—	99.37
OmniAnomaly2022.01		79.18	—	—	97.28
MERLIN2022.01		77.73	75.42	80.18	89.84
MERLIN2022.01		77.73	—	—	89.84
CHARM2026.05		75.4	—	—	—
CAE-M2022.01		75.25	—	—	99.26
MSCRED2022.01		69.76	54.41	97.18	99.2
DAGMM2022.01		68.9	53.37	97.18	99.16
MOMENT2026.05		68.4	—	—	—
LSTM-NDT2022.01		64.16	52.31	82.94	97.81
TimesNet2026.05		62.7	—	—	—
DAGMM2022.01		57.18	—	—	98.12
LSTM-NDT2022.01		51.98	—	—	89.13
MSCRED2022.01		49.29	—	—	96.37
Anomaly Transformer2026.05		48.5	—	—	—
GPT4TS2026.05		47.9	—	—	—
DGHL2026.05		41.5	—	—	—