Time Series Anomaly Detection on TSB-AD-U (test)
55VUS-PRPaAno+
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PaAno+#Params=1.1M, Time=12.9s2026.06 | 55 | 90 | 52 | 49 | 87 | 54 | |
| PaAno#Params=0.3M, Time=6.9s2026.06 | 51 | 88 | 48 | 46 | 85 | 51 | |
| CrossAD#Params=0.9M, Time=175.8s2026.06 | 45 | 84 | 41 | 44 | 78 | 47 | |
| KAN-AD#Params=<0.1M, Time=12.1s2026.06 | 43 | 82 | 43 | 41 | 80 | 44 | |
| MOMENTmode=FT, #Params=109.6M, Time=43.6s2026.06 | 39 | 76 | 35 | 30 | 69 | 35 | |
| MOMENTmode=ZS, #Params=109.6M, Time=42.9s2026.06 | 38 | 75 | 36 | 30 | 68 | 35 | |
| SAND#Params=0.2M2026.06 | 34 | 76 | 36 | 29 | 73 | 35 | |
| DADA#Params=1.84M, Time=0.8s2026.06 | 31 | 77 | 31 | 29 | 71 | 38 | |
| TimesFM#Params=203.5M, Time=83.8s2026.06 | 30 | 74 | 34 | 28 | 67 | 34 | |
| Lag-Llama#Params=2.5M, Time=1220.8s2026.06 | 27 | 72 | 31 | 25 | 65 | 30 | |
| Chronos#Params=8.0M, Time=56.8s2026.06 | 27 | 73 | 33 | 26 | 66 | 32 | |
| TimesNet#Params=<0.1M, Time=11.2s2026.06 | 26 | 72 | 21 | 18 | 61 | 24 | |
| FITS#Params=<0.1M, Time=3.1s2026.06 | 26 | 73 | 20 | 17 | 61 | 23 | |
| TranAD#Params=1.1M, Time=56.2s2026.06 | 26 | 68 | 25 | 20 | 57 | 25 | |
| DLinear#Params=<0.1M, Time=2.9s2026.06 | 25 | 74 | 22 | 21 | 62 | 26 | |
| OFA#Params=0.6M, Time=171.1s2026.06 | 24 | 71 | 20 | 16 | 59 | 22 | |
| NLinear#Params=<0.1M, Time=5.8s2026.06 | 23 | 72 | 20 | 18 | 62 | 23 | |
| iTransformer#Params=0.5M, Time=9.8s2026.06 | 22 | 74 | 18 | 16 | 61 | 21 | |
| AT#Params=4.8M, Time=48.9s2026.06 | 12 | 56 | 14 | 8 | 50 | 12 | |
| DCdetector#Params=0.9M, Time=5.8s2026.06 | 9 | 56 | 10 | 5 | 50 | 10 |