Medical Visual Question Answering on PathVQA (Open and Closed Metrics)
72.61Overall Accuracy
Upper Bound
Updated 3d ago
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
2025.03 | 72.61 | 52.64 | 86.45 | |
2025.08 | 72.43 | - | - | |
2026.01 | 72 | - | - | |
2026.01 | 71 | - | - | |
2026.01 | 70.5 | - | - | |
2026.01 | 69.2 | - | - | |
2026.01 | 69 | - | - | |
2026.01 | 69 | - | - | |
2026.01 | 68.9 | - | - | |
2025.08 | 68.82 | - | - | |
2026.01 | 68.8 | - | - | |
2026.01 | 68.7 | - | - | |
2026.01 | 68.65 | - | - | |
2026.01 | 68.4 | - | - | |
2026.01 | 68.1 | - | - | |
2026.01 | 68 | - | - | |
2025.08 | 67.98 | - | - | |
2025.08 | 66.83 | - | - | |
2025.08 | 66.72 | - | - | |
2025.03 | 66.67 | 40.54 | 80.28 | |
2026.01 | 66.4 | - | - | |
2026.01 | 66 | - | - | |
2026.01 | 66 | - | - | |
2026.01 | 66 | - | - | |
2025.08 | 65.7 | - | - | |
2025.08 | 65.39 | - | - | |
2026.01 | 64.4 | - | - | |
2025.03 | 64.18 | 38.85 | 78.33 | |
2025.08 | 63.53 | - | - | |
2025.08 | 63.33 | - | - | |
2026.01 | 63 | - | - | |
2026.01 | 63 | - | - | |
2026.01 | 62.9 | - | - | |
2025.03 | 62.61 | 38.42 | 76.85 | |
2026.01 | 62.4 | - | - | |
2025.03 | 62.32 | 37.83 | 75.81 | |
2025.08 | 62.28 | - | - | |
2025.08 | 62.09 | - | - | |
2025.03 | 62.06 | 36.54 | 75.35 | |
2025.08 | 61.96 | - | - | |
2025.03 | 61.02 | 32.88 | 75.28 | |
2026.01 | 61 | - | - | |
2025.03 | 60.84 | 37.85 | 76.16 | |
2026.01 | 60 | - | - | |
2026.01 | 59.8 | - | - | |
2025.03 | 59.71 | 36.74 | 75.03 | |
2025.08 | 59.64 | - | - | |
2026.01 | 59.47 | - | - | |
2025.08 | 59.24 | - | - | |
2025.03 | 59.01 | 35.17 | 74.91 | |
2026.01 | 59 | - | - | |
2025.03 | 58.96 | 35.66 | 74.5 | |
2025.03 | 58.73 | 34.18 | 73.21 | |
2025.03 | 58.64 | 34.5 | 74.74 | |
2026.01 | 58.5 | - | - | |
2026.01 | 58.5 | - | - | |
2025.03 | 58.14 | 32.47 | 72.56 | |
2026.01 | 58.1 | - | - | |
2025.03 | 57.03 | 32.29 | 73.53 | |
2026.01 | 57 | - | - | |
2025.03 | 56.72 | 30.88 | 71.23 | |
2025.03 | 56.55 | 30.36 | 71.18 | |
2025.08 | 56.52 | - | - | |
2026.01 | 56.4 | - | - | |
2025.03 | 56.28 | 30.16 | 71.11 | |
2025.03 | 55.93 | 29.38 | 70.69 | |
2025.03 | 55.41 | 30.45 | 72.06 | |
2025.03 | 55.28 | 29.06 | 70.01 | |
2026.01 | 55 | - | - | |
2026.01 | 53.4 | - | - | |
2026.01 | 52.9 | - | - | |
2026.01 | 52.6 | - | - | |
2025.03 | 52.41 | 27.13 | 68.35 | |
2026.01 | 51.3 | - | - | |
2026.01 | 50.7 | - | - | |
2026.01 | 47.4 | - | - | |
2026.01 | 46 | - | - | |
2026.01 | 44.6 | - | - | |
2026.01 | 44.2 | - | - | |
2026.01 | 41.8 | - | - | |
2026.01 | 39.8 | - | - | |
2026.01 | 38.3 | - | - | |
2026.01 | 38.2 | - | - | |
2026.01 | 36.08 | - | - | |
2026.01 | 31.11 | - | - | |
2026.01 | 19.2 | - | - | |
2025.03 | - | 33.4 | 91.4 | |
2025.03 | - | 33.1 | 91.6 | |
2025.03 | - | 33.6 | 91.5 | |
2025.03 | - | 35.1 | 91.5 | |
2025.03 | - | 35 | 91.6 | |
2025.03 | - | 35.2 | 91.6 |