OOD Detector Selection on HMDB51, UCF101, EPIC, Kinetics-600, and HAC (test)
0.0005P-ValueM3OOD
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M3OODbaseline_comparison=MD2025.08 | 0.0005 | — | — | — | — | — | — | — | — | — | — | — | |
| M3OODbaseline_comparison=ME2025.08 | 0.001 | — | — | — | — | — | — | — | — | — | — | — | |
| M3OODbaseline_comparison=MSP2025.08 | 0.001 | — | — | — | — | — | — | — | — | — | — | — | |
| M3OODbaseline_comparison=GPT-4o mini2025.08 | 0.0015 | — | — | — | — | — | — | — | — | — | — | — | |
| M3OODbaseline_comparison=Random2025.08 | 0.0029 | — | — | — | — | — | — | — | — | — | — | — | |
| M3OODbaseline_comparison=NCF2025.08 | 0.0039 | — | — | — | — | — | — | — | — | — | — | — | |
| M3OODbaseline_comparison=ISAC2025.08 | 0.0156 | — | — | — | — | — | — | — | — | — | — | — | |
| M3OODbaseline_comparison=GB2025.08 | 0.0312 | — | — | — | — | — | — | — | — | — | — | — | |
| M3OODbaseline_comparison=AS2025.08 | 0.0625 | — | — | — | — | — | — | — | — | — | — | — | |
| M3OODbaseline_comparison=ALORS2025.08 | 0.125 | — | — | — | — | — | — | — | — | — | — | — | |
| A2Dfstrategy=f2026.06 | — | 11.7 | 97.1 | 31.6 | 89.9 | 9.4 | 97.7 | 10.9 | 96.5 | 15.9 | 95.3 | 86.9 | |
| A2Dhstrategy=h2026.06 | — | 10.5 | 97.8 | 28.6 | 91.6 | 8 | 98.3 | 5.7 | 98.4 | 13.2 | 96.5 | 86.9 | |
| A2Dpstrategy=p2026.06 | — | 24.1 | 94.3 | 35.5 | 90.2 | 22.7 | 94.6 | 9.5 | 97.4 | 23 | 94.1 | 86.9 | |
| DPUfstrategy=f2026.06 | — | 10.4 | 97.7 | 24.5 | 92.4 | 9.2 | 97.9 | 10.4 | 96.8 | 13.6 | 96.2 | 87.4 | |
| DPUhstrategy=h2026.06 | — | 8.5 | 98.1 | 23.2 | 93 | 6.8 | 98.6 | 6 | 98.4 | 11.1 | 97 | 87.4 | |
| DPUpstrategy=p2026.06 | — | 19.3 | 96 | 27.2 | 93.7 | 14.8 | 96.9 | 6.3 | 98.7 | 16.9 | 96.3 | 87.4 | |
| FM2026.06 | — | 19.6 | 94.7 | 34.3 | 90.1 | 16 | 95.5 | 10.2 | 96.3 | 20 | 94.2 | 87 | |
| Modality-Aware OOD detectorbackbone=DPU2026.06 | — | 8.3 | 97.6 | 20.4 | 94.8 | 8.2 | 97.1 | 3.6 | 98.3 | 10.1 | 97 | 87.4 |