Referring Expression Comprehension on RefBench PRO
71.44Acc (Phrase)Qwen3-VL-8B
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Qwen3-VL-8BParameters=8B2025.12 | 71.44 | 62.16 | — | — | — | — | — | — | — | — | |
| Qwen3-VLSize=8B2025.12 | 71.4 | 62.2 | 76.6 | 76.1 | 67.3 | 73.3 | 68.9 | 68.3 | 15.8 | 68.6 | |
| Qwen2.5-VLSize=72B2025.12 | 66.7 | 59.5 | 68.6 | 69.1 | 69.4 | 69.1 | 61.6 | 64.8 | 23.6 | 63.2 | |
| Rex-ThinkerSize=7B2025.12 | 63.6 | 53 | 67.1 | 64.5 | 61.7 | 64.4 | 59.3 | 65.6 | — | 62.4 | |
| Ovis2.5-9BParameters=9B2025.12 | 61.74 | 51.45 | — | — | — | — | — | — | — | — | |
| Ovis2.5Size=9B2025.12 | 61.7 | 51.5 | 65.7 | 63.6 | 59.7 | 63 | 58.7 | 61 | — | 59.9 | |
| GLM-4.1V-BaseSize=9B2025.12 | 60.1 | 50.1 | 62.9 | 61 | 57.7 | 60.5 | 57 | 61.9 | — | 59.4 | |
| Qwen2.5-VLSize=7B2025.12 | 57.6 | 48.5 | 61.7 | 63 | 58.6 | 61.1 | 49.1 | 55.6 | 3.1 | 52.3 | |
| Qwen2.5-VL-7BParameters=7B2025.12 | 57.58 | 48.5 | — | — | — | — | — | — | — | — | |
| CogVLM-GroundingSize=17B2025.12 | 57.1 | 47.5 | 62.4 | 62.4 | 55.9 | 60.2 | 49.4 | 55.2 | — | 52.3 | |
| CogVLM-Grounding-17BParameters=17B2025.12 | 57.05 | 47.54 | — | — | — | — | — | — | — | — | |
| LLaVA-OneVisionSize=72B2025.12 | 56.5 | 47.1 | 60.1 | 59.4 | 53.7 | 57.7 | 54.2 | 55 | — | 54.6 | |
| Mimo-VL-RLSize=7B2025.12 | 56.3 | 46.9 | 60.9 | 58.4 | 57.3 | 58.9 | 51.8 | 52.9 | 0.1 | 52.4 | |
| VLM-R1-3BParameters=3B2025.12 | 54.41 | 45.34 | — | — | — | — | — | — | — | — | |
| VLM-R1Size=3B2025.12 | 54.4 | 45.3 | 59 | 58 | 54.1 | 57 | 47.8 | 53.2 | — | 50.5 | |
| UniVG-R1Size=7B2025.12 | 53 | 44.2 | 59.4 | 57.2 | 55.1 | 57.2 | 48.3 | 44.9 | — | 46.6 | |
| MigicianSize=7B2025.12 | 52.3 | 43.6 | 57.3 | 59.7 | 52.8 | 56.6 | 45.4 | 46.1 | — | 45.7 | |
| LLaVA-OneVision-1.5Size=8B2025.12 | 50.7 | 42.3 | 54.5 | 54 | 48.4 | 52.3 | 48.1 | 48.6 | — | 48.3 | |
| ChatRexSize=7B2025.12 | 49.5 | 41.3 | 54.7 | 51.1 | 53.2 | 53 | 45.1 | 43.4 | — | 44.2 | |
| Qwen2-VLSize=7B2025.12 | 45.4 | 42.6 | 55.3 | 47.8 | 37.8 | 47 | 39.4 | 46.5 | 28.5 | 43 | |
| InternVL3.5Size=8B2025.12 | 41.5 | 34.6 | 45.7 | 41.2 | 45.3 | 44.1 | 37.8 | 37.3 | — | 37.5 | |
| Grounding DINO L2025.12 | 37.6 | 31.3 | 47.5 | 43.3 | 31.8 | 40.9 | 35 | 30.3 | 0.1 | 32.7 | |
| Grounding Dino LModel Scale=L2025.12 | 37.58 | 31.34 | — | — | — | — | — | — | — | — | |
| GLEE2025.12 | 36.1 | 31.2 | 48.2 | 38.4 | 34.5 | 40.4 | 31.4 | 27.9 | 7.1 | 29.7 | |
| PaDTSize=3B2025.12 | 26.6 | 22.2 | 30.4 | 28 | 30.4 | 29.6 | 23.7 | 20.8 | — | 22.3 | |
| GPT-52025.12 | 26.1 | 21.8 | 29.2 | 25.5 | 27 | 27.2 | 26.2 | 22.9 | — | 24.6 | |
| InternVL3Size=78B2025.12 | 21.8 | 22.3 | 35 | 24.9 | 28.2 | 29.4 | 24.3 | 20.8 | 24.8 | 22.5 | |
| InternVL3Size=8B2025.12 | 20.1 | 20.3 | 24.9 | 18.4 | 22.3 | 21.9 | 19.8 | 15 | 21.3 | 17.4 | |
| GPT-4o2025.12 | 12.1 | 10.1 | 11.7 | 12.8 | 11.9 | 12.1 | 12.4 | 11.6 | — | 12 | |
| Gemini-2.5-pro2025.12 | 9.6 | 8 | 10.4 | 11.5 | 10.8 | 10.9 | 7.2 | 8.2 | — | 7.7 |