Audio-Video classification on Kinetics-Sound
93.3AccuracyCA2ST
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CA2STLearnable Param.=62M2025.03 | 93.3 | — | — | — | |
| CAVALearnable Param.=44M2025.03 | 92.9 | — | — | — | |
| MMT(A+V)Learnable Param.=52M2025.03 | 92.3 | — | — | — | |
| CASTLearnable Param.=45M2025.03 | 91.6 | — | — | — | |
| MoMALearnable Param.=17M2025.03 | 91.1 | — | — | — | |
| Mirasol3BModalities=Audio + Video2023.11 | 90.1 | — | — | — | |
| Mirasol3BLearnable Param.=3B2025.03 | 90.1 | — | — | — | |
| Mirasol3BCombiner=TTM, Modalities=Audio + Video2023.11 | 88.3 | — | — | — | |
| MBTModalities=Audio + Video2023.11 | 85 | — | — | — | |
| Mirasol3BModel variant=Small, Modalities=Audio + Video2023.11 | 85 | — | — | — | |
| MBT2025.03 | 85 | — | — | — | |
| Noise-tolerant2025.03 | 84.6 | — | — | — | |
| Mirasol3BModel variant=Small, Modalities=Video2023.11 | 81.3 | — | — | — | |
| UDML2026.03 | 69.98 | — | — | 70.26 | |
| MMPareto2026.01 | 69.83 | 48.4 | 52.42 | — | |
| G-Blending2026.01 | 69.6 | 46.35 | 51.12 | — | |
| D&R2026.01 | 69.1 | 49.78 | 54.88 | — | |
| LDDU2026.03 | 68.95 | — | — | 69.27 | |
| AGM2026.01 | 68.88 | 46.12 | 47.65 | — | |
| EAU2026.03 | 68.05 | — | — | 68.36 | |
| OGM-GE2026.01 | 66.89 | 44.23 | 45.81 | — | |
| QMF2026.03 | 66.81 | — | — | 67.25 | |
| TMC2026.03 | 66.12 | — | — | 66.51 | |
| MMBT2026.03 | 65.89 | — | — | — | |
| PMR2026.01 | 65.7 | 43.61 | 46.67 | — | |
| Late Fusion2026.03 | 64.97 | — | — | 65.21 | |
| RL-MBALabelled samples=3,000, Percentage of training set=20.4%2026.03 | 48.41 | — | — | — | |
| BMMALLabelled samples=3,000, Percentage of training set=20.4%2026.03 | 47.45 | — | — | — | |
| BADGELabelled samples=3,000, Percentage of training set=20.4%2026.03 | 47 | — | — | — | |
| DeepFoolLabelled samples=3,000, Percentage of training set=20.4%2026.03 | 46.8 | — | — | — | |
| RandomLabelled samples=3,000, Percentage of training set=20.4%2026.03 | 46.5 | — | — | — | |
| EntropyLabelled samples=3,000, Percentage of training set=20.4%2026.03 | 46.5 | — | — | — | |
| GCNALLabelled samples=3,000, Percentage of training set=20.4%2026.03 | 46 | — | — | — | |
| CoreSetLabelled samples=3,000, Percentage of training set=20.4%2026.03 | 46 | — | — | — | |
| BALDLabelled samples=3,000, Percentage of training set=20.4%2026.03 | 45.5 | — | — | — |