Anomaly Detection on MNIST (AUC, F1)
83.7AUCD2H-AD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| D2H-ADD=10,000, K=322026.06 | 83.7 | 78.8 | |
| ODHDD=10,000, K=322026.06 | 79.1 | 65.3 | |
| HDADD=10,000, K=322026.06 | 78.1 | 61.9 | |
| Isolation Forest2026.06 | 76.1 | 60 | |
| OCSVMsearch_method=grid search2026.06 | 74.1 | 56.7 | |
| Autoencoderepochs=50, optimizer=Adam, activations=ReLU2026.06 | 69.5 | 52.9 |