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Time Series Anomaly Detection on TSB-AD-U

38F1 Score (Standard)

GTM

Updated 5d ago

Evaluation Results

Method	Links
GTM 2025.02		38	33	71	36	78	86	71	36	91	-	-	-	-
MOMENT 2025.02		35	30	69	39	76	65	49	35	86	-	-	-	-
TimesFM 2025.02		34	28	67	30	74	84	63	34	89	-	-	-	-
Chronos 2025.02		32	26	66	27	73	83	61	33	88	-	-	-	-
Lag-Llama 2025.02		30	25	65	27	72	77	59	31	88	-	-	-	-
TimesNet 2025.02		24	18	61	26	72	67	47	21	86	-	-	-	-
FITS 2025.02		23	17	61	26	73	65	42	20	86	-	-	-	-
AnomalyTransformer 2025.02		12	8	50	12	56	53	34	14	77	-	-	-	-
VisAnomReasoner 2026.05		0.6291	-	-	-	-	-	-	-	0.8558	0.7575	0.6091	0.9527	0.8151
VisAnomReasoner 2026.05		0.4959	-	-	-	-	-	-	-	0.7836	0.7793	0.4046	0.9505	0.7169
Qwen2.5-VL-7B 2026.05		0.4952	-	-	-	-	-	-	-	0.7436	0.6618	0.4885	0.759	0.7493
LLaMA-4-Maverick 2026.05		0.4889	-	-	-	-	-	-	-	0.7675	0.6335	0.4649	0.7607	0.7918
Chronos 2026.05		0.4723	-	-	-	-	-	-	-	0.7331	0.4718	0.5537	0.7436	0.7561
Idefics3-8B 2026.05		0.3464	-	-	-	-	-	-	-	0.5303	0.4512	0.3511	0.5083	0.5902
TimesFM 2026.05		0.3219	-	-	-	-	-	-	-	0.6008	0.3232	0.4321	0.7109	0.5723
LLM-TSAD 2026.05		0.2998	-	-	-	-	-	-	-	0.5369	0.3174	0.284	0.6669	0.5276
LLMAD 2026.05		0.2291	-	-	-	-	-	-	-	0.6416	0.3296	0.3754	0.675	0.7337
VLM4TS 2026.05		0.1984	-	-	-	-	-	-	-	0.5406	0.2978	0.401	0.7252	0.5138
Grok-4-Fast 2026.05		0.1678	-	-	-	-	-	-	-	0.322	0.2795	0.1553	0.3243	0.3324
SmolVLM-7B 2026.05		0.158	-	-	-	-	-	-	-	0.3575	0.3507	0.1248	0.3757	0.3584
IForest 2026.05		0.1305	-	-	-	-	-	-	-	0.4267	0.1244	0.1789	0.5044	0.4151
Sub-PCA 2026.05		0.1228	-	-	-	-	-	-	-	0.3499	0.118	0.1682	0.4822	0.3171
AnomLLM 2026.05		0.1163	-	-	-	-	-	-	-	0.0842	0.1297	0.1054	0.1305	0.0708
Matrix Profile 2026.05		0.0991	-	-	-	-	-	-	-	0.419	0.094	0.1584	0.449	0.4144
LLaVA-7B 2026.05		0.0135	-	-	-	-	-	-	-	0.1015	0.1406	0.0072	0.1406	0.0816