Time Series Anomaly Detection on TSB-AD-M (test)
43VUS-PRPaAno
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PaAno#Params=0.3M, Time=12.8s2026.06 | 43 | 79 | 41 | 38 | 76 | 43 | |
| PaAno+#Params=1.5M, Time=23.5s2026.06 | 42 | 80 | 41 | 38 | 77 | 43 | |
| KAN-AD#Params=<0.1M, Time=31.9s2026.06 | 41 | 75 | 41 | 38 | 73 | 42 | |
| CrossAD#Params=0.9M, Time=194.7s2026.06 | 33 | 77 | 37 | 34 | 74 | 38 | |
| DADA#Params=1.84M, Time=2.1s2026.06 | 31 | 73 | 25 | 31 | 69 | 35 | |
| CATCH#Params=210.8M, Time=40.1s2026.06 | 30 | 73 | 27 | 24 | 67 | 30 | |
| DLinear#Params=<0.1M, Time=14.8s2026.06 | 29 | 70 | 26 | 27 | 66 | 32 | |
| NLinear#Params=<0.1M, Time=15.0s2026.06 | 29 | 70 | 28 | 24 | 65 | 31 | |
| iTransformer#Params=0.6M, Time=24.4s2026.06 | 29 | 70 | 23 | 23 | 63 | 28 | |
| PatchTST#Params=0.5M, Time=66.9s2026.06 | 28 | 71 | 26 | 26 | 65 | 32 | |
| FITS#Params=<0.1M, Time=16.7s2026.06 | 21 | 66 | 16 | 15 | 58 | 22 | |
| OFA#Params=81.9M, Time=532.9s2026.06 | 21 | 63 | 17 | 15 | 55 | 21 | |
| TimesNet#Params=<0.1M, Time=52.1s2026.06 | 19 | 64 | 17 | 13 | 56 | 20 | |
| TranAD#Params=1.1M, Time=50.4s2026.06 | 18 | 65 | 21 | 14 | 59 | 21 | |
| AT#Params=4.8M, Time=55.8s2026.06 | 12 | 57 | 14 | 7 | 52 | 12 | |
| DCdetector#Params=0.9M, Time=15.0s2026.06 | 10 | 56 | 10 | 6 | 50 | 10 |