Referring Expression Comprehension on OpenRef
100F1 (Landmark)LLaVA-OV-1.5
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LLaVA-OV-1.5Size=8B2026.05 | 100 | 94.5 | 74.7 | — | 27.8 | — | — | 75.1 | 78.6 | |
| GLM-4.6VSize=9B2026.05 | 100 | 90.3 | 94 | — | 41.4 | — | — | 78.7 | 67.8 | |
| Qwen3-VLSize=8B2026.05 | 100 | 92.1 | 90.1 | — | 58 | — | — | 84.6 | 82.6 | |
| MiniCPM-V-4.5Size=8B2026.05 | 98.5 | 94 | 83.8 | — | 22.8 | — | — | 73.6 | 68.8 | |
| Mistral-3Size=8B2026.05 | 98.5 | 82.3 | 87.3 | — | 7.5 | — | — | 70.9 | 79 | |
| Qwen2-VLSize=7B2026.05 | 96.4 | 100 | 87.7 | — | 84.6 | — | — | 90.9 | 85.6 | |
| Keye-VL-1.5Size=8B2026.05 | 96.4 | 74 | 83.6 | — | 28.3 | — | — | 70.3 | 69.3 | |
| Qwen3-VLSize=2B2026.05 | 92.7 | 60.9 | 23.1 | — | 4.5 | — | — | 38.1 | 9.2 | |
| Qwen3-VLSize=4B2026.05 | 92.2 | 60.8 | 23.4 | — | 4.3 | — | — | 37.9 | 8.6 | |
| Qwen3-VLSize=8B2026.05 | 88.6 | 90.8 | 57 | 71.4 | 27.7 | 74.7 | 35.5 | 63.7 | — | |
| Qwen3-VLSize=4B2026.05 | 87.1 | 89 | 56.8 | 68.6 | 15.9 | 75.2 | 33.7 | 60.9 | — | |
| GLM-4.6VSize=9B2026.05 | 86.5 | 83.5 | 55.9 | 68.2 | 24.1 | 72.9 | 21.1 | 58.9 | — | |
| Qwen2.5-VLSize=32B2026.05 | 85.5 | 91.4 | 31.5 | 61.4 | 46.7 | 61.8 | 37.4 | 59.4 | — | |
| Qwen2.5-VLSize=7B2026.05 | 85 | 85.6 | 27.6 | 64.5 | 15.9 | 61.8 | 28.1 | 52.6 | — | |
| Qwen3-VLSize=2B2026.05 | 83.1 | 89.1 | 34.9 | 63.5 | 12.3 | 66.6 | 29.6 | 54.2 | — | |
| Qwen2.5-VLSize=32B2026.05 | 79.8 | 45.7 | 44.8 | — | 6.9 | — | — | 37.9 | 12.5 | |
| MiniCPM-VSize=8B2026.05 | 78.8 | 84.5 | 33.5 | 54.9 | 24.6 | 53.5 | 11.8 | 48.8 | — | |
| InternVL3.5Size=8B2026.05 | 72.5 | 77 | 2.9 | 52.1 | 35.4 | 36 | 9.4 | 40.8 | — | |
| LLaVA-OV-1.5Size=8B2026.05 | 70.5 | 75.7 | 7.6 | 59.1 | 6.7 | 19.1 | 8.7 | 35.3 | — | |
| InternVL3.5Size=8B2026.05 | 68.9 | 52.3 | 42.8 | — | 56.6 | — | — | 51 | 34.6 | |
| Qwen2-VLSize=7B2026.05 | 68.4 | 59.3 | 21.7 | 46.8 | 9.2 | 16.7 | 16.8 | 34.1 | — | |
| Keye-VL-1.5Size=8B2026.05 | 67.9 | 77 | 12.4 | 64.4 | 23.6 | 26.4 | 13.3 | 40.7 | — | |
| Grounding-DinoSize=—2026.05 | 61.3 | 52.7 | 31.5 | 61.4 | 8.2 | 58.3 | 25.2 | 42.7 | — | |
| MiMo-VL-RLSize=7B2026.05 | 60.7 | 70.5 | 8.9 | 65.5 | 15.1 | 27.7 | 15 | 37.6 | — | |
| Grounding-Dino2026.05 | 40 | 36.8 | 38.3 | — | 70.6 | — | — | 47.1 | 50 | |
| Qwen2.5-VLSize=7B2026.05 | 29 | 13.8 | 4.4 | — | 4.2 | — | — | 14.1 | 19 | |
| MiMo-VL-RLSize=7B2026.05 | 22.1 | 20.5 | 15.6 | — | 27.7 | — | — | 20.7 | 17.8 | |
| Mistral-3Size=8B2026.05 | 8.2 | 24.8 | 0.7 | 4.6 | 2.3 | 0.7 | 0.2 | 5.9 | — |