Audio-Visual Question Answering on MUSIC-AVQA (Comprehensive Modality and Type Breakdown)
83.38Audio Count AccTASS
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TASS2026.03 | 83.38 | 63.13 | 75.92 | 80.37 | 79.51 | 79.93 | 82.39 | 68.91 | 75.89 | 64.4 | 69.22 | 72.33 | 74.98 | |
| COCA2026.03 | 79.35 | 67.68 | 75.42 | 75.1 | 75.43 | 75.23 | 83.5 | 66.63 | 69.72 | 64.12 | 65.57 | 69.96 | 72.33 | |
| MCAN2026.03 | 78.07 | 57.74 | 70.58 | 71.76 | 71.76 | 71.76 | 80.77 | 65.22 | 54.57 | 56.77 | 46.84 | 61.52 | 65.83 | |
| ST-AVQA2026.03 | 77.78 | 67.17 | 73.87 | 73.52 | 75.27 | 74.4 | 82.49 | 69.88 | 64.24 | 64.67 | 65.82 | 69.53 | 71.59 | |
| PanoAVQA2026.03 | 75.71 | 65.99 | 72.13 | 70.51 | 75.76 | 73.16 | 82.09 | 65.38 | 61.3 | 63.67 | 62.04 | 66.97 | 69.53 | |
| PSAC2026.03 | 75.02 | 66.84 | 72 | 68 | 70.78 | 69.41 | 79.76 | 61.66 | 55.22 | 61.13 | 59.85 | 63.6 | 66.62 | |
| PSTP-Net2026.03 | 73.97 | 65.59 | 70.91 | 77.15 | 77.36 | 77.26 | 76.18 | 72.23 | 71.8 | 71.79 | 69 | 72.57 | 73.52 | |
| HME2026.03 | 73.65 | 63.74 | 69.89 | 67.42 | 70.2 | 68.83 | 80.87 | 63.64 | 54.89 | 63.03 | 60.58 | 64.78 | 66.75 | |
| AVSD2026.03 | 72.47 | 62.46 | 68.78 | 66 | 74.53 | 70.31 | 80.77 | 64.03 | 57.93 | 62.85 | 61.07 | 65.44 | 67.32 | |
| AV-UnifiedJoint Training=True2026.03 | 72.23 | 78.26 | 72.6 | 75.93 | 73.38 | 75.61 | 79 | 77.07 | 76.27 | 76.89 | 75.65 | 76.96 | 76.42 | |
| GRU2026.03 | 71.29 | 63.13 | 68.28 | 66.08 | 68.08 | 67.09 | 80.67 | 61.03 | 51.74 | 62.85 | 57.79 | 63.03 | 65.03 | |
| HCRN2026.03 | 71.29 | 50.67 | 63.69 | 65.33 | 64.98 | 65.15 | 54.15 | 53.28 | 41.74 | 51.04 | 46.72 | 49.82 | 56.34 | |
| FCNLSTM2026.03 | 70.8 | 65.66 | 68.9 | 64.58 | 48.08 | 56.23 | 82.29 | 59.92 | 46.2 | 62.94 | 47.45 | 60.42 | 60.81 | |
| Hco_Att2026.03 | 70.8 | 54.71 | 64.87 | 63.49 | 67.1 | 65.32 | 79.48 | 59.84 | 48.8 | 56.31 | 56.33 | 60.32 | 62.45 |