Medical Visual Question Answering on SLAKE (test)
91Overall Accuracy
Ours
Updated 22d ago
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.05 | 91 | 90.5 | 91.8 | - | - | - | - | - | - | - | - | - | |
2025.05 | 90.2 | 90.1 | 90.4 | - | - | - | - | - | - | - | - | - | |
2025.05 | 88 | 88.2 | 87.7 | - | - | - | - | - | - | - | - | - | |
2026.03 | 87.2 | - | - | - | - | - | - | - | - | - | 81.5 | 34.2 | |
2026.03 | 85.7 | - | - | - | - | - | - | - | - | - | 75.5 | 45.2 | |
2026.03 | 85.4 | - | - | - | - | - | - | - | - | - | 74.8 | 46.5 | |
2025.05 | 85.2 | 84.5 | 86.3 | - | - | - | - | - | - | - | - | - | |
2025.05 | 84.3 | 81.9 | 88 | - | - | - | - | - | - | - | - | - | |
2026.03 | 84.1 | - | - | - | - | - | - | - | - | - | 73.8 | 47.8 | |
2025.05 | 84.1 | 84.7 | 83.2 | - | - | - | - | - | - | - | - | - | |
2026.03 | 83.9 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 83.9 | - | - | - | - | - | - | - | - | - | 71.5 | 49.5 | |
2026.03 | 83.4 | - | - | - | - | - | - | - | - | - | 72.5 | 48.5 | |
2025.05 | 83.3 | 80.3 | 87.8 | - | - | - | - | - | - | - | - | - | |
2025.05 | 83.3 | 84.3 | 82.1 | - | - | - | - | - | - | - | - | - | |
2022.09 | 83.25 | 80.31 | 87.82 | - | - | - | - | - | - | - | - | - | |
2026.03 | 82.3 | - | - | - | - | - | - | - | - | - | 70.8 | 51.2 | |
2026.03 | 82 | - | - | - | - | - | - | - | - | - | - | - | |
2025.05 | 81.2 | 74.7 | 91.1 | - | - | - | - | - | - | - | - | - | |
2022.09 | 81.1 | 79.5 | 83.4 | - | - | - | - | - | - | - | - | - | |
2025.05 | 81.1 | 79.5 | 83.4 | - | - | - | - | - | - | - | - | - | |
2025.11 | 79.1 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 78.87 | - | - | - | - | 51.01 | - | - | - | 39.38 | - | - | |
2022.09 | 78.6 | 77.8 | 79.8 | - | - | - | - | - | - | - | - | - | |
2025.05 | 78.6 | 77.8 | 79.8 | - | - | - | - | - | - | - | - | - | |
2026.03 | 77.7 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 77.1 | - | - | - | - | - | - | - | - | - | - | - | |
2022.09 | 76.5 | 75.3 | 78.4 | - | - | - | - | - | - | - | - | - | |
2022.09 | 76.3 | 74.6 | 79.1 | - | - | - | - | - | - | - | - | - | |
2022.09 | 76 | 74 | 79.1 | - | - | - | - | - | - | - | - | - | |
2026.03 | 75.3 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 73.9 | - | - | - | - | - | - | - | - | - | - | - | |
2022.09 | 73.3 | 72.2 | 75 | - | - | - | - | - | - | - | - | - | |
2026.03 | 73.2 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 72.7 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 72.68 | - | - | - | - | 48 | - | - | - | 35.41 | - | - | |
2025.11 | 71.9 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 70.8 | - | - | - | - | - | - | - | - | - | 61.2 | 59.8 | |
2026.03 | 68.73 | - | - | - | - | 43.97 | - | - | - | 34.7 | - | - | |
2026.03 | 68.5 | - | - | - | - | - | - | - | - | - | 58.3 | 62.5 | |
2026.03 | 65.92 | - | - | - | - | 45.23 | - | - | - | 35.55 | - | - | |
2025.11 | 65.9 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 63.66 | - | - | - | - | 43.48 | - | - | - | 33 | - | - | |
2025.11 | 62.7 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 59.7 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 59.6 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 57.1 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 56.2 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 55.6 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 55.1 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 50.1 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 48.6 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 45.6 | - | - | - | - | - | - | - | - | - | 46.8 | 68.5 | |
2025.11 | 43.5 | - | - | - | - | - | - | - | - | - | - | - | |
2025.11 | 34.6 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 33.2 | - | - | - | - | - | - | - | - | - | 38.5 | 75.2 | |
2024.06 | - | - | 91.6 | 89.3 | - | - | - | - | - | - | - | - | |
2024.06 | - | - | 83.2 | - | - | - | - | - | - | - | - | - | |
2024.06 | - | - | 84.8 | 75.8 | - | - | - | - | - | - | - | - | |
2024.06 | - | - | 91.6 | - | - | - | - | - | - | - | - | - | |
2024.06 | - | - | - | 89.3 | - | - | - | - | - | - | - | - | |
2025.03 | - | 82.4 | 85.3 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 84.5 | 84.4 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 83.6 | 84.4 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 84.6 | 85.8 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 84 | 87.2 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 84.3 | 86.5 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 82.4 | 85.3 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 83.8 | 84.9 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 83.7 | 84.1 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 84.6 | 85.8 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 84.3 | 86.3 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 84.3 | 85.6 | - | - | - | - | - | - | - | - | - | |
2025.03 | - | 25.9 | 24.8 | - | 17.5 | 26 | - | - | - | - | - | - | |
2025.03 | - | 33.4 | 53.6 | - | 0.2 | 41.3 | - | - | - | - | - | - | |
2025.03 | - | 33.8 | 49.8 | - | 21.3 | 35.1 | - | - | - | - | - | - | |
2025.03 | - | 72.5 | 75.2 | - | 74.6 | 69.5 | - | - | - | - | - | - | |
2025.03 | - | 72.9 | 83.1 | - | 77.8 | 78.6 | - | - | - | - | - | - | |
2025.03 | - | 74.2 | 76.3 | - | 76.6 | 81 | - | - | - | - | - | - | |
2025.08 | - | - | - | - | 10.5 | 15.24 | 91.73 | 90.13 | 51.9 | - | - | - | |
2025.08 | - | - | - | - | 26.3 | 28.99 | 91.41 | 89.78 | 59.12 | - | - | - | |
2025.08 | - | - | - | - | 18.49 | 22.57 | 90.82 | 88.86 | 55.19 | - | - | - | |
2025.08 | - | - | - | - | 39.18 | 43.49 | 93.59 | 91.67 | 66.98 | - | - | - | |
2025.08 | - | - | - | - | 17.36 | 23.62 | 87.29 | 85.38 | 53.41 | - | - | - | |
2025.08 | - | - | - | - | 16.87 | 22.32 | 88.62 | 87.02 | 53.71 | - | - | - | |
2025.08 | - | - | - | - | 3.29 | 7.2 | 89.25 | 88.29 | 47.01 | - | - | - | |
2025.08 | - | - | - | - | 13.11 | 20.25 | 88.23 | 86.26 | 51.96 | - | - | - | |
2025.08 | - | - | - | - | 13.34 | 19.09 | 90.35 | 89.14 | 52.98 | - | - | - | |
2025.08 | - | - | - | - | 70.58 | 71.54 | 99.1 | 97.67 | 84.72 | - | - | - | |
2025.08 | - | - | - | - | 68.3 | 69.49 | 99.13 | 97.89 | 83.7 | - | - | - | |
2025.08 | - | - | - | - | 76.14 | 76.65 | 99.46 | 98.13 | 87.6 | - | - | - |