Multimodal Classification on UCF101 (test)
85.81Combined AccuracyDMIL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMILModality Setting=Trimodal2026.06 | 85.81 | — | — | 91.24 | |
| EnsembleModality Setting=Trimodal2026.06 | 84.76 | — | — | 90.07 | |
| JointModality Setting=Trimodal2026.06 | 79.25 | — | — | 86.57 | |
| TCMaxFusion Head=Share Head2026.02 | 56 | 41 | 37.2 | — | |
| MMPareto2026.02 | 55.9 | 42.4 | 33 | — | |
| TCMaxFusion Head=Concat2026.02 | 55.4 | 37.7 | 32.5 | — | |
| QMF2026.02 | 52.1 | 39.2 | 31.2 | — | |
| Unimodal Ensemble2026.02 | 51.6 | 39.2 | 29.2 | — | |
| MLA2026.02 | 51.2 | 40.1 | 31 | — | |
| OPM2026.02 | 50.8 | 38.6 | 26.6 | — | |
| OGM-GE + OPM2026.02 | 48.3 | 38.6 | 26.9 | — | |
| BiGated2026.02 | 46.7 | — | — | — | |
| Concat2026.02 | 46.1 | 27.5 | 15.8 | — | |
| Share Head2026.02 | 46 | 31.2 | 20.2 | — | |
| AGM2026.02 | 46 | 27.2 | 17.6 | — | |
| FiLM2026.02 | 44.7 | — | — | — | |
| OGM-GE2026.02 | 44.2 | 23.3 | 16.6 | — |