Wall-clock Runtime (s) on MNIST Anomaly Detection
6.3Wall-clock Runtime (s)Isolation Forest
Evaluation Results
| Method | Links | |
|---|---|---|
| Isolation ForestHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 6.3 | |
| OCSVMHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration, includes grid-search cross-validation=true2026.06 | 12.4 | |
| D2H-ADHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 1,771.9 | |
| ODHDHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 2,103.4 | |
| HDADHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 4,821.7 | |
| AutoencoderHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 8,934.2 |