Share your thoughts, 1 month free Claude Pro on usSee more

Anomaly Detection on PSM (Precision, Recall, F1)

98.54F1 Score

THOC

Updated 17d ago

Evaluation Results

Method
THOC 2025.01	98.54	-	-
MAAT 2025.02	98.32	97.48	99.17
Pi-Transformer 2025.09	98.08	97.37	98.8
THOC 2025.02	97.94	97.14	98.74
DCDetector 2025.09	97.94	97.14	98.74
Anomaly 2025.01	97.89	-	-
DCdetector 2025.02	97.83	97.22	98.45
FusAD 2025.12	97.7	98.7	98
TVNet 2025.12	97.5	98.3	96.7
Anomaly Trans 2025.02	97.47	97.14	97.81
TimesNet 2025.01	97.47	-	-
TimesNet 2026.03	97.47	98.19	96.76
VI 2D SSM 2026.03	97.42	98.2	96.67
TimesNet 2025.12	97.4	98.1	96.7
AnomalyTrans 2025.09	97.37	96.94	97.81
TimesNet 2023.02	97.34	-	-
TimeNet 2026.03	97.34	98.51	96.2
UniTS 2025.08	97.31	98.45	96.19
Stationary 2025.01	97.29	-	-
Stationary 2023.02	97.29	-	-
Stationary 2026.03	97.29	97.82	96.76
TStationary 2026.03	97.29	97.82	96.76
FEDformer 2023.02	97.23	-	-
FEDformer 2026.03	97.23	97.31	97.16
ModernTCN 2026.03	97.23	98.09	96.38
FEDformer 2026.03	97.23	97.31	97.16
Stationary 2025.12	97.2	97.8	96.7
FEDformer 2025.12	97.2	97.3	97.1
ModernTCN 2025.12	97.2	98	96.3
LightTS 2025.01	97.15	-	-
LightTS 2023.02	97.15	-	-
LightTS 2026.03	97.15	98.37	95.97
LightTS 2026.03	97.15	98.37	95.97
GPT2(6) 2023.02	97.13	-	-
HGTS-Former 2025.08	97.13	98.79	95.52
GPT4TS 2026.03	97.13	98.62	95.68
GPT4TS 2025.12	97.1	98.6	95.6
One-for-All 2026.03	97.1	98.6	95.5
GPT4TS 2025.08	97.09	98.36	95.85
SymTime 2025.08	97.07	98.89	95.32
TimesNet 2025.08	97.06	98.46	95.7
Chimera 2026.03	96.74	97.3	96.19
DLinear 2025.08	96.64	98.65	94.7
SWIFT 2025.01	96.47	-	-
PatchTST 2026.03	96.37	98.87	93.99
PatchTST 2025.12	96.3	98.8	93.9
Peri-midFormer 2025.08	96.21	98.46	94.06
PatchTST 2023.02	96.08	-	-
PatchTST 2025.08	96.08	98.84	93.47
TimesNet 2026.03	95.21	98.22	92.21
Timer-XL 2025.08	95.05	98.61	91.73
iTransformer 2025.08	94.88	97.92	92.03
TSINR 2025.12	94	99.2	89.3
FITS 2025.01	93.96	-	-
Dlinear 2025.01	93.55	-	-
DLinear 2023.02	93.55	-	-
DLinear 2026.03	93.55	98.28	89.26
DLinear 2025.12	93.5	98.2	89.2
Crossformer 2025.12	93.3	97.1	89.7
CrossFormer 2026.03	93.3	97.16	89.73
Autoformer 2023.02	93.29	-	-
Autoformer 2026.03	93.29	99.08	88.15
Autoformer 2026.03	93.29	99.08	88.15
Autoformer 2025.12	93.2	99	88.1
Crossformer 2025.08	92.52	97.49	88.02
TiDE 2025.08	92.5	93	92
BeatGAN 2025.02	92.04	81.32	90.3
BeatGAN 2025.09	92.04	90.3	93.84
ETSformer 2023.02	91.76	-	-
ETSformer 2026.03	91.76	99.31	85.28
ETSformer 2026.03	91.76	99.31	85.28
Deep-SVDD 2025.02	90.73	95.41	86.79
Deep-SVDD 2025.09	90.73	95.41	86.49
THOC 2025.09	89.54	88.14	90.99
VAR 2025.02	87.13	90.71	83.82
VAR 2025.09	87.13	90.71	83.82
InterFusion 2025.09	83.52	83.61	83.45
IForest 2025.01	83.48	-	-
IForest 2025.09	83.48	76.09	92.45
Forrest 2025.02	83.46	76.09	92.45
LSTM 2025.09	82.8	76.93	89.64
LSTM 2025.02	82.64	80.69	76.93
Pyraformer 2023.02	82.08	-	-
Pyraformer 2026.03	82.08	71.67	96.02
ALoRa-Det 2026.02	82	82	83
Pyraformer 2025.12	82	71.6	96
LSTM 2026.03	81.67	69.24	99.53
U-Time 2025.02	81.06	82.85	79.34
U-Time 2025.09	81.06	82.85	79.34
LSTM-VAE 2025.09	80.96	73.62	89.92
LSTM-VAE 2025.02	80.94	73.62	89.92
Omni 2025.01	80.83	-	-
OmniAnomaly 2025.09	80.83	88.39	74.46
TS-CP2 2025.02	80.35	82.67	78.16
TS-CP2 2025.09	80.35	82.67	78.16
DAGMM 2025.02	80.08	93.49	70.03
DAGMM 2025.09	80.08	93.49	70.03
AnomalyTrans 2025.12	79.4	68.3	94.7
Anomaly Transformer 2023.02	79.4	-	-
Anomaly* 2025.08	79.4	68.35	94.72

Showing 100 of 142 rows