Multimodal Retrieval and Understanding on MMEB V2 (test)
76.7Image CLS Acc
IFM-TTE
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.01 | 76.7 | 78.5 | 74.6 | 89.3 | 77.9 | 60.5 | 67.9 | 51.7 | 54.9 | 59.2 | 85.2 | 71.5 | 92.7 | 53.3 | 79.5 | 74.1 | |
2026.01 | 76.1 | 74 | 77.9 | 91.3 | 77.8 | 55 | 60.8 | 51.3 | 53.5 | 55.3 | 85.3 | 56.6 | 84.7 | 68.6 | 77.7 | 72.6 | |
2026.01 | 75 | 74.9 | 79.3 | 89 | 78 | 85.2 | 66.7 | 59.1 | 54.8 | 67.7 | 90 | 60.3 | 90 | 70.7 | 82.2 | 76.9 | |
2026.01 | 74.2 | 81.1 | 80.2 | 92.3 | 80.1 | 78.4 | 71 | 58.7 | 56.1 | 67.1 | 87.2 | 69.9 | 88.7 | 73.3 | 82.4 | 77.8 | |
2026.01 | 70.6 | 71.7 | 78.5 | 92.1 | 75.9 | 58.8 | 63.5 | 51 | 45.5 | 55.7 | 89.7 | 60.7 | 88.7 | 69.9 | 81.3 | 72.9 | |
2026.01 | 70.3 | 74.3 | 74.8 | 88.5 | 75 | 71.9 | 64.9 | 53.9 | 53.3 | 61.9 | 84.4 | 65.3 | 86.4 | 69.4 | 79.2 | 73.2 | |
2026.01 | 69.7 | 69.6 | 73.1 | 87.2 | 72.7 | 59.7 | 62.2 | 45.7 | 43.2 | 53.8 | 80.1 | 59.6 | 79.3 | 67.8 | 74.4 | 68.9 | |
2026.01 | 68.5 | 66.3 | 74.5 | 90.3 | 72.3 | 50.4 | 49.7 | 46.6 | 38.9 | 47.3 | 87.1 | 55.1 | 87.2 | 43.4 | 74.5 | 67.2 | |
2026.01 | 68.1 | 65.1 | 69.2 | 80.9 | 69 | 53.6 | 55.6 | 41.8 | 33.7 | 47.6 | 76.4 | 53.2 | 77.6 | 64.2 | 70.8 | 64.6 | |
2026.01 | 62.9 | 56.3 | 69.5 | 77.3 | 64.9 | 39.3 | 34.3 | 28.8 | 36.8 | 34.6 | 75.5 | 44.9 | 79.4 | 62.2 | 69.2 | 59.2 | |
2026.01 | 62.7 | 56.9 | 69.4 | 82.2 | 65.5 | 39.1 | 30 | 29 | 38.9 | 33.7 | 56.9 | 9.4 | 59.1 | 54 | 49.1 | 53.1 | |
2026.01 | 58.7 | 49.3 | 65 | 72.9 | 59.7 | 33.4 | 30.5 | 20.6 | 30.7 | 28.6 | 49.8 | 13.5 | 51.8 | 48.2 | 44 | 47.7 | |
2026.01 | 57.7 | 34.7 | 71.2 | 59.3 | 56 | 37.4 | 50.4 | 28.4 | 37 | 38.4 | 89.4 | 55.6 | 85 | 68.3 | 79.3 | 59.1 | |
2026.01 | 54.4 | 29.9 | 66.9 | 55.5 | 51.9 | 34.9 | 42 | 25.6 | 31.1 | 33.6 | 86.1 | 54 | 82.5 | 67.5 | 76.8 | 55.3 |