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Anomaly Detection on UCR

96.94F1 Score

TranAD

Updated 1d ago

Evaluation Results

Method	Links
TranAD 2022.01		96.94	94.07	100	99.94
USAD 2022.01		94.47	89.52	100	99.89
TranAD 2022.01		93.99	-	-	99.89
MAD-GAN 2022.01		91.65	85.38	98.91	99.84
OmniAnomaly 2022.01		90.98	83.46	99.99	99.81
MTAD-GAT 2022.01		87.61	78.12	99.72	99.78
MTAD-GAT 2022.01		86.71	-	-	99.74
USAD 2022.01		85.38	-	-	99.67
CAE-M 2022.01		82.22	69.81	100	99.57
MAD-GAN 2022.01		82.16	-	-	99.59
GDN 2022.01		81.58	68.94	99.88	99.59
GDN 2022.01		80.29	-	-	99.37
OmniAnomaly 2022.01		79.18	-	-	97.28
MERLIN 2022.01		77.73	75.42	80.18	89.84
MERLIN 2022.01		77.73	-	-	89.84
CHARM 2026.05		75.4	-	-	-
CAE-M 2022.01		75.25	-	-	99.26
MSCRED 2022.01		69.76	54.41	97.18	99.2
DAGMM 2022.01		68.9	53.37	97.18	99.16
MOMENT 2026.05		68.4	-	-	-
LSTM-NDT 2022.01		64.16	52.31	82.94	97.81
TimesNet 2026.05		62.7	-	-	-
DAGMM 2022.01		57.18	-	-	98.12
LSTM-NDT 2022.01		51.98	-	-	89.13
MSCRED 2022.01		49.29	-	-	96.37
Anomaly Transformer 2026.05		48.5	-	-	-
GPT4TS 2026.05		47.9	-	-	-
DGHL 2026.05		41.5	-	-	-