Anomaly Detection on HAI 21.03
99.8P1EWC+Replay
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EWC+ReplayArchitecture=SNN, Seed=42, Regularization strength (λ)=500, Replay buffer size=5002026.04 | 99.8 | 97.7 | 96.2 | 94.9 | 3.5 | |
| ANN (per-task)Architecture=ANN, Seed=422026.04 | 99.8 | 100 | 100 | 99.9 | — | |
| SIArchitecture=SNN, Seed=42, Regularization strength (λ)=5002026.04 | 98.7 | 93.6 | 79.5 | 90.6 | 0.5 | |
| ReplayArchitecture=SNN, Seed=42, Replay buffer size=5002026.04 | 98.2 | 99.1 | 89.7 | 95.7 | 0.9 | |
| SequentialArchitecture=SNN, Seed=422026.04 | 82.1 | 90.1 | 100 | 91.6 | 11.3 | |
| EWCArchitecture=SNN, Seed=42, Regularization strength (λ)=5002026.04 | 81.4 | 91.6 | 100 | 91 | 13.5 | |
| Joint (oracle)Architecture=SNN, Seed=422026.04 | 71.1 | 82.6 | 82.2 | 78.6 | 0 |