Anomaly Detection on MSL (Precision, Recall, F1)

96.24PrecisionPi-Transformer

Evaluation Results

Method
Pi-Transformer2025.09	96.24	95.69	95.96
DCDetector2025.09	93.69	99.69	96.6
Deep-SVDD2025.09	91.92	76.63	83.58
AnomalyTrans2025.09	91.92	96.03	93.93
UniTS2025.08	91.32	73.04	81.16
Crossformer2025.08	90.32	72.74	80.59
HGTS-Former2025.08	89.81	76.96	82.89
BeatGAN2025.09	89.75	85.42	87.53
DLinear2025.08	89.68	75.31	81.87
DAGMM2025.09	89.6	63.93	74.62
SymTime2025.08	89.46	75.31	81.77
OmniAnomaly2025.09	89.02	86.37	87.67
Timer-XL2025.08	88.98	72	79.6
TimesNet2025.08	88.83	74.68	81.14
Peri-midFormer2025.08	88.66	74.02	80.68
THOC2025.09	88.45	90.97	89.69
PatchTST2025.08	88.34	70.96	78.7
FusAD2025.12	87.5	90.1	82.2
TS-CP22025.09	86.45	68.48	76.42
iTransformer2025.08	86.15	62.54	72.47
VI 2D SSM2026.03	85.66	84.31	84.97
Reformer2026.03	85.51	83.31	84.4
LSTM-VAE2025.09	85.49	79.94	82.62
LSTM2025.09	85.45	82.5	83.95
ETSformer2026.03	85.13	84.93	85.03
CrossFormer2026.03	84.68	83.71	84.19
Crossformer2025.12	84.6	83.7	84.1
DLinear2026.03	84.34	85.42	84.88
DLinear2025.12	84.3	84.5	84.8
PatchTST2026.03	84.07	86.23	85.14
Chimera2026.03	84.01	86.83	85.39
PatchTST2025.12	84	86.2	85.1
TiDE2025.08	84	60	70.18
ModernTCN2026.03	83.94	85.93	84.92
TimesNet2026.03	83.92	86.42	85.15
TimesNet2025.12	83.9	86.3	85.1
ModernTCN2025.12	83.9	85.9	84.9
TVNet2025.12	83.9	86.4	85.1
Pyraformer2026.03	83.81	85.93	84.86
Pyraformer2025.12	83.8	85.9	84.8
TSINR2025.12	83.5	85.4	84.4
TimesNet2026.03	82.97	85.42	84.18
LightTS2026.03	82.4	75.78	78.95
GPT4TS2025.08	82.09	81.97	82.03
GPT4TS2025.12	82	82.9	82.4
Informer2026.03	81.77	86.48	84.06
Informer2025.12	81.7	86.4	84
MMPCACD2025.09	81.42	61.31	69.95
InterFusion2025.09	81.28	92.7	86.62
BOCPD2025.09	80.32	87.2	83.62
Anomaly*2025.08	79.61	87.37	83.31
Anomaly*2026.03	79.61	87.37	83.31
AnomalyTrans2025.12	79.6	87.3	83.3
LSTM2026.03	78.04	86.22	81.93
LSSL2026.03	77.55	88.18	82.53
Autoformer2026.03	77.27	80.92	79.05
Autoformer2025.12	77.2	80.9	79
FEDformer2026.03	77.14	80.07	78.57
FEDformer2025.12	77.1	80	78.5
TCN2026.03	75.11	82.44	78.6
VAR2025.09	74.68	81.42	77.9
CL-MPPCA2025.09	73.71	88.54	80.44
LogTrans2026.03	73.05	87.37	79.57
Transformer2026.03	71.57	87.37	78.68
ITAD2025.09	69.44	84.09	76.07
Stationary2026.03	68.55	89.14	77.5
Stationary2025.12	68.5	89.1	77.5
D3R2026.02	65	63	64
IsolationForest2026.02	62	8	14
OCSVM2025.09	59.78	86.87	70.82
U-Time2025.09	57.2	71.66	63.62
ALoRa-Det2026.02	57	98	72
SARAD2026.02	56	83	67
PCA2026.02	55	32	41
IForest2025.09	53.94	86.54	66.45
OC-SVM2026.02	53	29	38
MEMTO2026.02	53	95	67
LOF2026.02	52	30	38
DAEMON2026.02	52	93	65
NPSR2026.02	52	98	68
InterFusion2026.02	51	92	64
A.T.2026.02	51	96	67
DCdetector2026.02	51	90	65
KNN2026.02	50	25	33
OmniAnomaly2026.02	50	93	64
LOF2025.09	47.72	85.25	61.18
FATE2026.02	41.13	56.5	47.61
VT-SAT2026.02	15.88	13.78	14.76
LSTM-AE2026.02	14.83	11.52	12.97
VT-PAT2026.02	14.76	12.79	13.7
OmniAnomaly2026.02	14.62	12.85	13.68
LSTM-VAE2026.02	14.61	11.86	13.09
USAD2026.02	14.49	12.61	13.48
DAGMM2026.02	14.26	12.76	13.47
AT2026.02	9.12	1.36	2.37