OOD Detection on OOD Attacks Zero-Shot (unseen)
87AccuracyTwo-Stage
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Two-StageModel Type=Proposed Method, Architecture=Two-Stage, Sensitivity Threshold=P95 Sensitive2025.12 | 87 | 90 | 85 | 87 | |
| OCSVMModel Type=Unsupervised Baselines, Architecture=OCSVM2025.12 | 79.19 | 90.72 | 65.03 | 75.75 | |
| Two-StageModel Type=Proposed Method, Architecture=Two-Stage, Sensitivity Threshold=P97 Balanced2025.12 | 78 | 89 | 63 | 74 | |
| Two-StageModel Type=Proposed Method, Architecture=Two-Stage, Sensitivity Threshold=P99 Strict2025.12 | 74 | 90 | 54 | 67 | |
| LOFModel Type=Unsupervised Baselines, Architecture=LOF2025.12 | 60.87 | 57.46 | 83.7 | 68.14 | |
| CNNModel Type=Supervised Baselines, Architecture=CNN2025.12 | 58.82 | 91.1 | 19.54 | 32.18 | |
| MLPModel Type=Supervised Baselines, Architecture=MLP2025.12 | 58.63 | 98.6 | 17.5 | 29.73 | |
| Stage 1 (Encoder Only)Model Type=Proposed Method, Architecture=Stage 1 (Encoder Only)2025.12 | 52 | 62 | 8 | 14 |