Out-of-Distribution Detection on Average (HMDB51, UCF101, Kinetics-600, EPIC-Kitchen)
39.7FPRModality-Aware OOD detector
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Modality-Aware OOD detector2026.06 | 39.7 | 89.1 | 49.9 | 88.5 | 37.6 | 90.8 | 44.2 | 86.2 | 27.1 | 90.9 | 75.2 | |
| Modality-Aware OOD detectorModality=Hybrid, Backbone=SlowFast, Pre-training=Kinetics-4002026.06 | 43.1 | 84.5 | — | — | — | — | — | — | — | — | — | |
| A2DpModality=Prediction-based, Backbone=SlowFast, Pre-training=Kinetics-4002026.06 | 44.4 | 84.1 | — | — | — | — | — | — | — | — | — | |
| A2DhModality=Hybrid, Backbone=SlowFast, Pre-training=Kinetics-4002026.06 | 44.5 | 82.8 | — | — | — | — | — | — | — | — | — | |
| DPUhModality=Hybrid, Backbone=SlowFast, Pre-training=Kinetics-4002026.06 | 44.8 | 82.7 | — | — | — | — | — | — | — | — | — | |
| DPUpModality=Prediction-based, Backbone=SlowFast, Pre-training=Kinetics-4002026.06 | 45 | 83 | — | — | — | — | — | — | — | — | — | |
| DPUpdetector category=probabilities/logits-based2026.06 | 45.9 | 84.9 | 54 | 83.2 | 52.6 | 81.8 | 46.6 | 84.8 | 30.5 | 89.7 | 75.2 | |
| DPUfModality=Feature-based, Backbone=SlowFast, Pre-training=Kinetics-4002026.06 | 47.2 | 82.7 | — | — | — | — | — | — | — | — | — | |
| A2DfModality=Feature-based, Backbone=SlowFast, Pre-training=Kinetics-4002026.06 | 47.3 | 83.1 | — | — | — | — | — | — | — | — | — | |
| DPUfdetector category=feature-based2026.06 | 48.3 | 86 | 58.5 | 84.9 | 57.7 | 82.9 | 52.3 | 84.6 | 24.5 | 91.7 | 75.2 | |
| DPUhdetector category=hybrid2026.06 | 48.3 | 82.4 | 59.7 | 79.5 | 59.2 | 76.7 | 48.6 | 82.6 | 25.6 | 90.8 | 75.2 | |
| A2Dpdetector category=probabilities/logits-based2026.06 | 50.2 | 82.7 | 61.7 | 80.6 | 57 | 78 | 42 | 87 | 40.1 | 85.1 | 73.7 | |
| A2Dfdetector category=feature-based2026.06 | 52.1 | 82.1 | 63.7 | 79.1 | 62.2 | 75.3 | 46.5 | 85.2 | 36.1 | 88.7 | 72.5 | |
| A2Dhdetector category=hybrid2026.06 | 54.5 | 79.2 | 63.3 | 74 | 66.3 | 74.1 | 53.8 | 81.1 | 34.5 | 87.7 | 73.7 | |
| FM2026.06 | 54.8 | 79.2 | 62.9 | 74.3 | 67.7 | 74.4 | 54.9 | 80.6 | 33.5 | 87.6 | 73.7 |