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Anomaly Detection on WADI

49.51F1 Score

TranAD

Updated 8d ago

Evaluation Results

Method	Links
TranAD 2022.01		49.51	35.29	82.96	89.68	-
OmniAnomaly 2022.01		42.6	31.58	65.41	81.98	-
GDN 2022.01		42.6	29.12	79.31	87.77	-
MTAD-GAT 2022.01		41.69	28.18	80.12	88.21	-
CAE-M 2022.01		41.17	27.82	79.18	87.28	-
MSCRED 2022.01		37.41	25.13	73.19	84.12	-
MAD-GAN 2022.01		35.88	22.33	91.24	80.26	-
USAD 2022.01		30.56	18.73	82.96	87.23	-
DAGMM 2022.01		14.12	7.6	99.81	85.63	-
MERLIN 2022.01		11.74	6.36	76.69	59.12	-
LSTM-NDT 2022.01		2.71	1.38	78.23	67.21	-
Ti-iLSTM 2026.05		0.96	-	-	-	0.95
Digital Twin + ML 2026.05		0.94	-	-	-	-
Graph NN (edge-cond.) 2026.05		0.85	-	-	-	-
Masked GNN 2026.05		0.83	-	-	-	-
ASTRO 2026.05		0.7885	0.9024	0.7002	-	-
VAE-LSTM 2026.05		0.75	-	-	-	-
DGNN 2026.05		0.6497	0.8017	0.5467	-	-
IT-DT 2026.03		0.615	0.785	0.505	-	-
TranAD 2026.03		0.602	0.751	0.501	-	-
GDN 2026.03		0.57	0.71	0.475	-	-
GDN 2026.05		0.5692	0.975	0.4019	-	-
USAD 2026.03		0.542	0.682	0.45	-	-
TranAD 2026.05		0.4951	0.3529	0.8296	-	-
GRN 2026.05		0.4828	0.3584	0.7398	-	-
PCA 2026.03		0.395	0.551	0.306	-	-
MAD GAN 2026.05		0.373	0.4144	0.3392	-	-
DAGMM 2026.05		0.3609	0.5444	0.2699	-	-
AE 2026.05		0.3435	0.3435	0.3435	-	-
LSTM VAE 2026.05		0.2482	0.8779	0.1445	-	-
USAD 2026.05		0.2328	0.9947	0.1318	-	-
OmniAnomaly 2026.05		0.2296	0.9947	0.1298	-	-
MERLIN 2022.01		0.1174	-	-	0.5912	-
OmniAnomaly 2022.01		0.1017	-	-	0.7913	-
PCA 2026.05		0.0986	0.3953	0.0563	-	-
MAD-GAN 2022.01		0.0937	-	-	0.5383	-
CAE-M 2022.01		0.0781	-	-	0.6109	-
USAD 2022.01		0.0733	-	-	0.7011	-
TranAD 2022.01		0.0649	-	-	0.7688	-
DAGMM 2022.01		0.063	-	-	0.6497	-
MTAD-GAT 2022.01		0.052	-	-	0.6267	-
MSCRED 2022.01		0.0413	-	-	0.6029	-
GDN 2022.01		0.0412	-	-	0.6121	-
LSTM-NDT 2022.01		0	-	-	0.6637	-
GWO + Autoencoder 2026.05		-	-	-	-	0.99