Training Time on WADI (Anomaly Detection)
115.91Training Time (s/epoch)TranAD
Evaluation results
| Method | Links | |
|---|---|---|
| TranAD2022.01 | 115.91 | |
| MERLIN2022.01 | 132.69 | |
| DAGMM2022.01 | 178.17 | |
| OmniAnomaly2022.01 | 212.99 | |
| USAD2022.01 | 242.86 | |
| MAD-GAN2022.01 | 293.6 | |
| LSTM-NDT2022.01 | 297.12 | |
| MSCRED2022.01 | 1,349.05 | |
| GDN2022.01 | 4,063.05 | |
| JumpStarter2026.06 | 4,320 | |
| IstGPT2026.06 | 5,040 | |
| CAE-M2022.01 | 5,525.62 | |
| Sigllm2026.06 | 5,760 | |
| GDN2026.06 | 6,840 | |
| MTAD-GAT2022.01 | 9,812.13 | |
| GeCos2026.06 | 11,520 | |
| ICS-AD2026.06 | 16,560 | |
| GTA2026.06 | 33,480 | |
| USAD2026.06 | 36,360 | |
| OmniAnomaly2026.06 | 39,960 | |
| VAE-LSTM2026.06 | 46,440 | |
| MTAD-GAT2026.06 | 53,280 | |
| MSCRED2026.06 | 65,880 | |
| LLMTIME2026.06 | 76,680 |