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Anomaly Detection on SMAP (Precision, Recall, F1)

97.02F1 Score

DCDetector

Updated 19h ago

Evaluation Results

Method
DCDetector 2025.09	97.02	95.63	98.92
Pi-Transformer 2025.09	97.02	96.81	97.24
MEMTO 2025.01	96.61	93.76	99.63
GDformer 2025.01	96.52	95.55	97.52
AnomalyTrans 2025.09	96.41	93.59	99.41
AnomalyTrans 2025.01	96.41	93.59	99.41
DCdetector 2025.01	96.37	94.25	98.59
MtsCID 2025.01	92.95	91.76	94.17
THOC 2025.09	90.68	92.06	89.34
THOC 2025.01	90.68	92.06	89.34
InterFusion 2025.09	89.14	89.77	88.52
InterFusion 2025.01	89.14	89.77	88.52
OmniAnomaly 2025.09	86.92	92.49	81.99
OmniAnomaly 2025.01	86.92	92.49	81.99
XCTFormer 2026.05	86.68	-	-
TimeBlocks 2026.06	86.6	-	-
AnomalyTran 2026.06	86.5	-	-
TimesNet 2026.06	86.4	-	-
DCdetector 2026.06	86.2	-	-
TS-CP2 2025.09	85.36	87.65	83.18
BOCPD 2025.09	85.24	84.65	85.85
LSTM 2025.09	83.39	89.41	78.13
PatchTST 2026.06	81.9	-	-
MMPCACD 2025.09	81.73	88.61	75.84
Autoformer 2026.06	80.9	-	-
TimeMixer 2026.06	80.9	-	-
LSTM-VAE 2025.09	78.1	92.2	67.75
LSTM-VAE 2025.01	78.1	92.2	67.75
Lag-Llama 2026.06	76.7	-	-
TTM 2026.06	76.2	-	-
VI 2D SSM 2026.03	76.17	92.24	64.86
ITAD 2025.09	73.85	82.42	66.89
Moment 2026.06	73.5	-	-
TimeMixer++ 2026.05	73.1	-	-
GPT4TS 2025.08	72.88	-	-
CL-MPPCA 2025.09	72.88	86.13	63.16
GPT4TS 2026.03	72.88	90.6	60.95
SensitiveHUE 2025.01	72.09	88.9	60.62
FeDaL 2025.08	71.7	-	-
Chimera 2026.03	71.55	93.05	58.12
TimesNet 2026.03	71.52	92.52	58.29
TimesNet 2025.08	71.52	-	-
TimesNet 2026.05	71.52	-	-
FFTS 2025.08	71.38	-	-
ModernTCN 2026.03	71.26	93.17	57.69
MTCN 2025.08	71.26	-	-
ModernTCN 2025.01	71.26	93.17	57.69
Anomaly* 2026.03	71.18	91.85	58.11
Anomaly 2025.08	71.18	-	-
Anomaly Transformer 2026.05	71.18	-	-
Autoformer 2026.03	71.12	90.4	58.62
Auto 2025.08	71.12	-	-
Autoformer 2026.03	71.12	90.4	58.62
Autoformer 2026.05	71.12	-	-
Pyraformer 2026.03	71.09	92.54	57.71
Stationary 2026.03	71.09	89.37	59.02
NS 2025.08	71.09	-	-
Pyra 2025.08	71.09	-	-
TStationary 2026.03	71.09	89.37	59.02
Stationary 2026.05	71.09	-	-
Pyraformer 2026.05	71.09	-	-
PatchTST 2026.03	70.91	92.43	57.51
TimesNet 2026.03	70.85	91.5	57.8
FedAvg 2025.08	70.78	-	-
FEDformer 2026.03	70.76	90.47	58.1
FED 2025.08	70.76	-	-
FEDformer 2026.03	70.76	90.47	58.1
FEDformer 2026.05	70.76	-	-
LSTM 2026.03	70.48	91.06	57.49
LSTM 2026.05	70.48	-	-
TCN 2026.03	70.45	86.9	59.23
TCN 2026.05	70.45	-	-
Reformer 2026.03	70.4	90.91	57.44
Re 2025.08	70.4	-	-
Reformer 2026.03	70.4	90.91	57.44
Reformer 2026.05	70.4	-	-
LogTrans 2026.03	69.97	89.15	57.59
LogTrans 2026.05	69.97	-	-
Informer 2026.03	69.92	90.11	57.13
In 2025.08	69.92	-	-
Informer 2026.03	69.92	90.11	57.13
Informer 2026.05	69.92	-	-
Transformer 2026.03	69.7	89.37	57.12
Transformer 2026.05	69.7	-	-
BeatGAN 2025.09	69.61	92.38	55.85
ETSformer 2026.03	69.5	92.25	55.75
ETSformer 2026.03	69.5	92.25	55.75
ETSformer 2026.05	69.5	-	-
Moment 2025.08	69.43	-	-
TimeNet 2026.03	69.39	90.14	56.4
DLinear 2026.03	69.26	92.32	55.41
DLinear 2025.08	69.26	-	-
DLinear 2026.05	69.26	-	-
LightTS 2026.03	69.21	92.58	55.27
LightTS 2025.08	69.21	-	-
LightTS 2026.03	69.21	92.58	55.27
LightTS 2026.05	69.21	-	-
CrossFormer 2026.03	69.14	92.04	55.37
Deep-SVDD 2025.09	69.04	89.93	56.02
Deep-SVDD 2025.01	69.04	89.93	56.02

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