Referring Expression Comprehension on HumanRef
87.1Precision
VLM-FO1 3B
Updated 7d ago
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
2025.12 | 87.1 | 83.3 | 82.6 | - | - | - | - | |
2025.12 | 86.3 | 87.1 | 81.8 | 64.1 | - | - | - | |
2025.12 | 85.8 | 85.9 | 82.4 | 54.1 | - | - | - | |
2025.12 | 84.7 | 85.1 | 79.8 | 61 | - | - | - | |
2025.12 | 79.3 | 80.1 | 75.6 | - | - | - | - | |
2025.12 | 76.7 | 65.9 | 67.8 | 39.1 | - | - | - | |
2025.12 | 72.2 | 50.4 | 55.6 | 0 | - | - | - | |
2025.12 | 69.7 | 58.2 | 60.2 | 20.6 | - | - | - | |
2025.12 | 68.5 | 52.5 | 56.2 | 7.1 | - | - | - | |
2025.12 | 37.9 | 29.8 | 31.9 | 54.9 | - | - | - | |
2025.12 | 33.1 | 75.2 | 23.3 | - | - | - | - | |
2026.05 | - | - | - | - | 28 | 16.5 | 25.2 | |
2026.05 | - | - | - | - | 39.1 | 16.9 | 31.4 | |
2026.05 | - | - | - | - | 70.6 | 12.3 | 50 | |
2026.05 | - | - | - | - | 77.6 | 26.4 | 63.4 | |
2026.05 | - | - | - | - | 72 | 46.5 | 64.7 | |
2026.05 | - | - | - | - | 77.7 | 54.9 | 71.1 | |
2026.05 | - | - | - | - | 78.6 | 55.7 | 72 | |
2026.05 | - | - | - | - | 88.2 | 60 | 81.6 | |
2026.05 | - | - | - | - | 85.4 | 65.4 | 79.9 | |
2026.05 | - | - | - | - | 82.9 | 68.8 | 78.7 |