Audio-Visual Question Answering on MUSIC-AVQA balanced v2.0 (test)
75.44Total AccuracyLAST-Att
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LAST-AttAST branch=true, Cross-modal pixel-wise attention=true2023.10 | 75.44 | 76.21 | 60.6 | 75.23 | 68.91 | 65.6 | 84.12 | 84.01 | 86.03 | 62.52 | — | — | — | |
| LAST2023.10 | 74.85 | 74.08 | 59.15 | 75.17 | 69.02 | 66.12 | 83.19 | 83.41 | 85.75 | 61.59 | — | — | — | |
| LAVISH2023.10 | 73.18 | 73.83 | 60.81 | 73.28 | 65 | 63.49 | 81.99 | 80.57 | 84.37 | 58.48 | — | — | — | |
| AVST2023.10 | 71.02 | 72.44 | 59.36 | 68.22 | 65.54 | 63.31 | 77.48 | 77.88 | 82.34 | 60.81 | — | — | — | |
| SHRIKETraining=Balance2025.11 | 70.36 | — | — | — | — | — | — | — | — | — | 78.91 | 87.44 | 76.45 | |
| LAST-AttTraining=Balance2025.03 | 70.3 | — | — | — | — | — | — | — | — | — | 78.56 | 84.07 | 75.44 | |
| LAST-AttTraining=Balance2025.11 | 70.3 | — | — | — | — | — | — | — | — | — | 78.56 | 84.07 | 75.44 | |
| LAST-AttTraining=Balance2025.10 | 70.3 | — | — | — | — | — | — | — | — | — | 78.56 | 84.07 | 75.44 | |
| LAST-AttTraining=Balance2026.07 | 70.3 | — | — | — | — | — | — | — | — | — | 78.56 | 84.07 | 75.44 | |
| AV-MasterTraining=Balance2025.10 | 70.29 | — | — | — | — | — | — | — | — | — | 80.84 | 87.37 | 76.75 | |
| QA-TIGERTraining=Balance2025.03 | 70.22 | — | — | — | — | — | — | — | — | — | 79.9 | 86.95 | 76.43 | |
| QA-TIGERTraining=Balance2025.10 | 70.22 | — | — | — | — | — | — | — | — | — | 79.9 | 86.95 | 76.43 | |
| QA-TIGERTraining=Balance2026.07 | 70.22 | — | — | — | — | — | — | — | — | — | 79.9 | 86.95 | 76.43 | |
| QA-TIGER†Training=Balance2025.11 | 70.11 | — | — | — | — | — | — | — | — | — | 79.31 | 86.28 | 76.08 | |
| Q-TriMTraining=Balance2026.07 | 70.03 | — | — | — | — | — | — | — | — | — | 80.14 | 86.63 | 76.29 | |
| Q-TriMTraining=Bias2026.07 | 69.85 | — | — | — | — | — | — | — | — | — | 77.67 | 85.05 | 75.31 | |
| LASTTraining=Balance2025.03 | 69.72 | — | — | — | — | — | — | — | — | — | 78.08 | 83.29 | 74.85 | |
| LASTTraining=Balance2025.10 | 69.72 | — | — | — | — | — | — | — | — | — | 78.08 | 83.29 | 74.85 | |
| LASTTraining=Balance2026.07 | 69.72 | — | — | — | — | — | — | — | — | — | 78.08 | 83.29 | 74.85 | |
| AV-MasterTraining=Bias2025.10 | 69.11 | — | — | — | — | — | — | — | — | — | 78.22 | 86.42 | 75.37 | |
| LAVISHTraining=Balance2025.03 | 68.28 | — | — | — | — | — | — | — | — | — | 76.15 | 81.32 | 73.18 | |
| LAVISHTraining=Balance2025.10 | 68.28 | — | — | — | — | — | — | — | — | — | 76.15 | 81.32 | 73.18 | |
| LAVISHTraining=Balance2026.07 | 68.28 | — | — | — | — | — | — | — | — | — | 76.15 | 81.32 | 73.18 | |
| SHRIKETraining=Bias2025.11 | 68.19 | — | — | — | — | — | — | — | — | — | 77.33 | 85.9 | 74.44 | |
| QA-TIGER†Training=Bias2025.11 | 68.06 | — | — | — | — | — | — | — | — | — | 78.12 | 84.84 | 74.35 | |
| QA-TIGERTraining=Bias2025.03 | 67.43 | — | — | — | — | — | — | — | — | — | 77.57 | 84.84 | 73.91 | |
| QA-TIGERTraining=Bias2025.10 | 67.43 | — | — | — | — | — | — | — | — | — | 77.57 | 84.84 | 73.91 | |
| QA-TIGERTraining=Bias2026.07 | 67.43 | — | — | — | — | — | — | — | — | — | 77.57 | 84.84 | 73.91 | |
| ST-AVQATraining=Balance2025.03 | 66.32 | — | — | — | — | — | — | — | — | — | 75.5 | 77.67 | 71.02 | |
| ST-AVQATraining=Balance2025.10 | 66.32 | — | — | — | — | — | — | — | — | — | 75.5 | 77.67 | 71.02 | |
| ST-AVQATraining=Balance2026.07 | 66.32 | — | — | — | — | — | — | — | — | — | 75.5 | 77.67 | 71.02 | |
| LAVISHTraining=Bias2025.03 | 65.01 | — | — | — | — | — | — | — | — | — | 73.14 | 79.7 | 70.39 | |
| LAVISHTraining=Bias2025.11 | 65.01 | — | — | — | — | — | — | — | — | — | 73.14 | 79.7 | 70.39 | |
| LAVISHTraining=Bias2025.10 | 65.01 | — | — | — | — | — | — | — | — | — | 73.14 | 79.7 | 70.39 | |
| LAVISHTraining=Bias2026.07 | 65.01 | — | — | — | — | — | — | — | — | — | 73.14 | 79.7 | 70.39 | |
| ST-AVQATraining=Bias2025.03 | 64.51 | — | — | — | — | — | — | — | — | — | 73.34 | 76.82 | 69.4 | |
| ST-AVQATraining=Bias2025.10 | 64.51 | — | — | — | — | — | — | — | — | — | 73.34 | 76.82 | 69.4 | |
| ST-AVQATraining=Bias2026.07 | 64.51 | — | — | — | — | — | — | — | — | — | 73.34 | 76.82 | 69.4 |