Audio-Visual Question Answering on MUSIC-AVQA Bias v2.0 (test)
78.4Total AccuracyQ-TriM
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Q-TriMTraining=Bias2026.07 | 78.4 | — | — | — | — | — | — | — | — | — | 78.93 | 86.01 | 74.53 | |
| AV-MasterTraining=Bias2025.10 | 78.39 | — | — | — | — | — | — | — | — | — | 79.31 | 86.54 | 74.12 | |
| SHRIKETraining=Bias2025.11 | 77.33 | — | — | — | — | — | — | — | — | — | 78.39 | 86.09 | 72.73 | |
| QA-TIGER†Training=Bias2025.11 | 77.08 | — | — | — | — | — | — | — | — | — | 78.94 | 84.99 | 72.63 | |
| AV-MasterTraining=Balance2025.10 | 77.03 | — | — | — | — | — | — | — | — | — | 79.25 | 86.87 | 71.52 | |
| SHRIKETraining=Balance2025.11 | 76.97 | — | — | — | — | — | — | — | — | — | 78.82 | 87.4 | 71.3 | |
| QA-TIGERTraining=Bias2025.03 | 76.93 | — | — | — | — | — | — | — | — | — | 79.13 | 84.83 | 72.37 | |
| QA-TIGERTraining=Bias2025.10 | 76.93 | — | — | — | — | — | — | — | — | — | 79.13 | 84.83 | 72.37 | |
| QA-TIGERTraining=Bias2026.07 | 76.93 | — | — | — | — | — | — | — | — | — | 79.13 | 84.83 | 72.37 | |
| Q-TriMTraining=Balance2026.07 | 76.92 | — | — | — | — | — | — | — | — | — | 78.75 | 86.45 | 71.69 | |
| QA-TIGER†Training=Balance2025.11 | 76.71 | — | — | — | — | — | — | — | — | — | 78.39 | 85.93 | 71.68 | |
| QA-TIGERTraining=Balance2025.03 | 76.57 | — | — | — | — | — | — | — | — | — | 77.07 | 85.93 | 71.2 | |
| QA-TIGERTraining=Balance2025.10 | 76.57 | — | — | — | — | — | — | — | — | — | 77.07 | 85.93 | 71.2 | |
| QA-TIGERTraining=Balance2026.07 | 76.57 | — | — | — | — | — | — | — | — | — | 77.07 | 85.93 | 71.2 | |
| LAST-AttAST branch=true, cross-modal pixel-wise attention=true2023.10 | 75.45 | 76.47 | 66.75 | 76.2 | 68.91 | 65.6 | 83.86 | 83.09 | 85.71 | 63.1 | — | — | — | |
| LAST-AttTraining=Balance2025.03 | 75.45 | — | — | — | — | — | — | — | — | — | 77.29 | 83.47 | 71.05 | |
| LAST-AttTraining=Balance2025.11 | 75.45 | — | — | — | — | — | — | — | — | — | 77.29 | 83.47 | 71.05 | |
| LAST-AttTraining=Balance2025.10 | 75.45 | — | — | — | — | — | — | — | — | — | 77.29 | 83.47 | 71.05 | |
| LAST-AttTraining=Balance2026.07 | 75.45 | — | — | — | — | — | — | — | — | — | 77.29 | 83.47 | 71.05 | |
| LAST2023.10 | 75.24 | 75.58 | 65.78 | 76.16 | 69.02 | 66.12 | 83.63 | 82.36 | 86.2 | 61.78 | — | — | — | |
| LASTTraining=Balance2025.03 | 75.24 | — | — | — | — | — | — | — | — | — | 77.1 | 82.99 | 70.86 | |
| LASTTraining=Balance2025.10 | 75.24 | — | — | — | — | — | — | — | — | — | 77.1 | 82.99 | 70.86 | |
| LASTTraining=Balance2026.07 | 75.24 | — | — | — | — | — | — | — | — | — | 77.1 | 82.99 | 70.86 | |
| LAVISHTraining=Bias2025.03 | 74.59 | — | — | — | — | — | — | — | — | — | 76.73 | 80.96 | 70.8 | |
| LAVISHTraining=Bias2025.11 | 74.59 | — | — | — | — | — | — | — | — | — | 76.73 | 80.96 | 70.8 | |
| LAVISHTraining=Bias2025.10 | 74.59 | — | — | — | — | — | — | — | — | — | 76.73 | 80.96 | 70.8 | |
| LAVISHTraining=Bias2026.07 | 74.59 | — | — | — | — | — | — | — | — | — | 76.73 | 80.96 | 70.8 | |
| LAVISH2023.10 | 73.51 | 74.92 | 66.5 | 75.08 | 65 | 63.49 | 82.08 | 79.59 | 85.32 | 59.14 | — | — | — | |
| LAVISHTraining=Balance2025.03 | 73.51 | — | — | — | — | — | — | — | — | — | 75.56 | 80.83 | 69.27 | |
| LAVISHTraining=Balance2025.10 | 73.51 | — | — | — | — | — | — | — | — | — | 75.56 | 80.83 | 69.27 | |
| LAVISHTraining=Balance2026.07 | 73.51 | — | — | — | — | — | — | — | — | — | 75.56 | 80.83 | 69.27 | |
| ST-AVQATraining=Bias2025.03 | 73.07 | — | — | — | — | — | — | — | — | — | 76.86 | 77.7 | 69.59 | |
| ST-AVQATraining=Bias2025.10 | 73.07 | — | — | — | — | — | — | — | — | — | 76.86 | 77.7 | 69.59 | |
| ST-AVQATraining=Bias2026.07 | 73.07 | — | — | — | — | — | — | — | — | — | 76.86 | 77.7 | 69.59 | |
| AVST2023.10 | 71.92 | 75.36 | 64.81 | 70.51 | 65.54 | 63.31 | 77.74 | 76.67 | 84.74 | 61.78 | — | — | — | |
| ST-AVQATraining=Balance2025.03 | 71.92 | — | — | — | — | — | — | — | — | — | 76.18 | 77.2 | 67.96 | |
| ST-AVQATraining=Balance2025.10 | 71.92 | — | — | — | — | — | — | — | — | — | 76.18 | 77.2 | 67.96 | |
| ST-AVQATraining=Balance2026.07 | 71.92 | — | — | — | — | — | — | — | — | — | 76.18 | 77.2 | 67.96 |