| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| TEP | F1 Score96.6 | 46 | 11d ago | ||
| SKAB | F1 Score58.8 | 6 | 11d ago | ||
| HAI | PCA-Triage | F1 Score100 | 6 | 11d ago | |
| UAV-FD LOFO all | Composite+EMA | AUC86.2 | 6 | 29d ago | |
| PADRE Bebop 2 quadrotor (within-dataset) | Autoencoder | AUC0.991 | 4 | 29d ago | |
| network telemetry dataset 4 | Accuracy96.44 | 3 | 16d ago | ||
| Semiconductor wafers 10000 x 10000 resolution (test) | CNN with collinearity | Accuracy94.74 | 3 | 1mo ago | |
| LEMMA | AUROC74.1 | 2 | 9d ago | ||
| NGAFID Stage 1 (test) | LiteInception (1+1) + Transformer | Accuracy81.92 | 2 | 16d ago | |
| First Helicopter (test) | CoCoAFusE | Precision100 | 2 | 1mo ago | |
| UAV-FD LOFO 10% damage severity | Composite+EMA | AUC91.9 | 1 | 29d ago | |
| UAV-FD LOFO, 5% damage severity | Composite+EMA | AUC80.3 | 1 | 29d ago | |
| Second Helicopter Gear Bearing Fault (test) | CoCoAFusE | Precision100 | 1 | 1mo ago | |
| First Helicopter | Precision100 | 1 | 1mo ago | ||
| Azure Dataset (test) | CoCoAFusE | Precision100 | 1 | 1mo ago | |
| Second Helicopter Gear Bearing Fault (89-71 Days to Event) (test) | Precision100 | 1 | 1mo ago | ||
| Helicopter Gear Bearing Fault 70-4 Days to Event Second (test) | Precision50 | 1 | 1mo ago |
