Visual Question Answering on A-OKVQA (test)
85.7Accuracy
MMBoundary w/o RCS
Updated 3d ago
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.05 | 85.7 | 34.3 | 36.8 | 64.8 | - | - | - | - | - | - | - | |
2025.05 | 83.5 | 31.6 | 30.4 | 66.1 | - | - | - | - | - | - | - | |
2025.05 | 82.4 | 33.7 | 33.2 | 65.3 | - | - | - | - | - | - | - | |
2025.05 | 81.9 | 33.2 | 35.7 | 63.5 | - | - | - | - | - | - | - | |
2025.05 | 81.5 | 32.7 | 34.3 | 64.2 | - | - | - | - | - | - | - | |
2025.05 | 81.3 | 32.4 | 35.8 | 62.7 | - | - | - | - | - | - | - | |
2025.05 | 80.6 | 33.7 | 35.4 | 63.1 | - | - | - | - | - | - | - | |
2023.12 | 80.4 | - | - | - | - | - | - | - | - | - | 68.2 | |
2025.05 | 80.2 | 32.5 | 34.7 | 62.9 | - | - | - | - | - | - | - | |
2025.05 | 79.3 | 34 | 36.2 | 63.4 | - | - | - | - | - | - | - | |
2025.05 | 78.8 | 36.1 | 39.4 | 62 | - | - | - | - | - | - | - | |
2025.05 | 78.5 | 40.8 | 43.7 | 61.8 | - | - | - | - | - | - | - | |
2025.05 | 77.4 | 36.2 | 38.6 | 58.3 | - | - | - | - | - | - | - | |
2025.05 | 76.8 | 39.2 | 42.7 | 58.1 | - | - | - | - | - | - | - | |
2023.12 | 76.5 | - | - | - | - | - | - | - | - | - | 63.6 | |
2025.05 | 74.6 | 39.5 | 45.3 | 61.4 | - | - | - | - | - | - | - | |
2025.05 | 73.4 | 34.5 | 38.4 | 60.3 | - | - | - | - | - | - | - | |
2023.12 | 73.4 | - | - | - | - | - | - | - | - | - | 62.1 | |
2025.05 | 70.1 | 43.5 | 49.2 | 54.8 | - | - | - | - | - | - | - | |
2025.05 | 68.3 | 41.3 | 43 | 54.3 | - | - | - | - | - | - | - | |
2025.05 | 67.5 | 51.1 | 55.4 | 53.5 | - | - | - | - | - | - | - | |
2025.05 | 65 | 56.3 | 58.2 | 51.2 | - | - | - | - | - | - | - | |
2023.05 | 62.1 | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 61.6 | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 58.7 | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 57.8 | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 54.8 | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 54.4 | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 54 | - | - | - | - | - | - | - | - | - | - | |
2023.05 | 53.7 | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 42.7 | - | - | - | - | - | - | - | - | - | - | |
2022.10 | 40.7 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 40.7 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 40.7 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 40.7 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 38.2 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 38.2 | - | - | - | - | - | - | - | - | - | - | |
2022.10 | 38.05 | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 37.8 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 36 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 36 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 35.02 | - | - | - | - | - | - | - | - | - | - | |
2023.09 | 33.5 | - | - | - | 22.5 | 18.5 | 48.4 | 18.1 | 74.4 | 54.7 | - | |
2025.12 | 33.45 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 33 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 33 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 32.89 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 32.78 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 32.78 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 32.64 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 32.62 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 32.53 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 32.47 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 32.47 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 32.2 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 32.2 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 32.19 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 31.72 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 31.61 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 31.48 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 31.21 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 31.15 | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 31 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 30.72 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 30.42 | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 29.88 | - | - | - | - | - | - | - | - | - | - | |
2023.09 | 29.6 | - | - | - | 21.8 | 17.9 | 47.3 | 17.3 | 70.6 | 49.4 | - | |
2025.12 | 29.41 | - | - | - | - | - | - | - | - | - | - | |
2023.09 | 28.7 | - | - | - | 20.1 | 17 | 46.3 | 15.8 | 65.4 | 46.9 | - | |
2022.10 | 27.1 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 27.1 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 25.9 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 25.9 | - | - | - | - | - | - | - | - | - | - | |
2022.10 | 25.89 | - | - | - | - | - | - | - | - | - | - | |
2022.10 | 25.85 | - | - | - | - | - | - | - | - | - | - | |
2023.09 | 25.6 | - | - | - | 15.1 | 18.1 | 42.4 | 14.9 | 51.5 | 44.1 | - | |
2022.12 | 21.9 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 15.8 | - | - | - | - | - | - | - | - | - | - | |
2022.12 | 15.8 | - | - | - | - | - | - | - | - | - | - |