Multimodal Retrieval on MMEB Image V2
69.1CLS Accuracy
UME-R1
Updated 16d ago
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
2025.11 | 69.1 | 73.2 | 74.8 | 87.4 | 74.2 | |
2025.11 | 67.6 | 67.5 | 71.2 | 80.1 | 70.2 | |
2025.11 | 67.1 | 69.2 | 71.9 | 84.9 | 71.3 | |
2026.04 | 66.5 | 59.2 | 67.6 | 79.7 | 66.3 | |
2025.11 | 64.8 | 62.8 | 67.6 | 77.2 | 66.6 | |
2026.04 | 64.8 | 62.8 | 67.6 | 77.2 | 66.6 | |
2025.11 | 64.2 | 57 | 70.8 | 81.8 | 66.4 | |
2025.11 | 63.6 | 61.7 | 69.1 | 87.6 | 67.6 | |
2025.11 | 62.9 | 56.3 | 69.5 | 77.3 | 64.9 | |
2025.11 | 62.7 | 56.9 | 69.4 | 82.2 | 65.5 | |
2026.04 | 62 | 56.3 | 69.5 | 77.3 | 64.9 | |
2025.11 | 59.3 | 55 | 66.3 | 78 | 62.5 | |
2026.04 | 59.3 | 55 | 66.3 | 78 | 62.5 | |
2025.11 | 59.2 | 26.5 | 70 | 62.7 | 54.1 | |
2026.04 | 59.2 | 26.5 | 70 | 62.7 | 54.1 | |
2025.11 | 58.7 | 49.3 | 65 | 72.9 | 59.7 | |
2026.04 | 58.7 | 49.3 | 65 | 72.9 | 59.7 | |
2025.11 | 57.7 | 34.7 | 71.2 | 59.3 | 56 | |
2025.11 | 54.4 | 29.9 | 66.9 | 55.5 | 51.9 | |
2026.04 | 54.4 | 29.9 | 66.9 | 55.5 | 51.9 | |
2025.11 | 51.7 | 34.1 | 66.9 | 56.7 | 52.4 | |
2025.11 | 40.3 | 11.5 | 48.1 | 40.3 | 34.9 |