ObjectQA on Q-Real
76.2Naturalness Q1 AccuracyInternVL2.5-8B*
Evaluation results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InternVL2.5-8B*Fine-tuned (Q-Real)=true2025.11 | 76.2 | 74 | 75.8 | 80.7 | 75.2 | 73 | 75.3 | 81.4 | 76.7 | 69.1 | 65.8 | 84.2 | 70.7 | 70.7 | 73.1 | 76 | 74.4 | 74.4 | 75.2 | 81.9 | 94.5 | 79.8 | 72.7 | 93.5 | |
| Qwen3-VL-8B-Instruct*Fine-tuned (Q-Real)=true2025.11 | 76.2 | 72.8 | 76.5 | 84.3 | 75.5 | 72.4 | 76.1 | 84 | 77.7 | 71.8 | 66.3 | 84.3 | 70.9 | 71.9 | 72.7 | 78.7 | 73.6 | 74.7 | 73.9 | 82.1 | 94.6 | 80.1 | 73.7 | 95.3 | |
| GPT-4o2025.11 | 75.2 | 68.2 | 73.9 | — | 70.6 | 60.2 | 73.5 | — | 69.3 | 62.3 | 63.2 | — | 60.3 | 59.1 | 63.2 | — | 60.5 | 72.8 | 44.1 | — | 92.9 | 70 | 68.8 | — | |
| Qwen2.5-VL-7B-Instruct*Fine-tuned (Q-Real)=true2025.11 | 75.1 | 71.6 | 75.7 | 82.8 | 74.3 | 70 | 75.7 | 82.6 | 77 | 68.5 | 66.9 | 82.8 | 70.2 | 71.9 | 71.7 | 77.2 | 73.5 | 74.4 | 73.8 | 81.2 | 93.3 | 68.9 | 70.1 | 92.9 | |
| InternVL3-8B*Fine-tuned (Q-Real)=true2025.11 | 73.7 | 69.2 | 65.5 | 81 | 73.4 | 70 | 64.6 | 80.5 | 79.4 | 75.2 | 76.7 | 87.4 | 70.1 | 70.6 | 72.3 | 78.4 | 72.7 | 72.4 | 73.7 | 82.2 | 93.9 | 72.9 | 71.5 | 95.8 | |
| Qwen3-VL-8B-Instruct2025.11 | 70.2 | 69.4 | 68.6 | 77.6 | 66.1 | 65.1 | 65.2 | 72.4 | 56.2 | 28.3 | 19.5 | 39.8 | 60 | 59 | 67.6 | 66.5 | 62.2 | 64.2 | 61.2 | 66.7 | 92.8 | 87.4 | 55.9 | 91.5 | |
| InternVL2.5-8B2025.11 | 70 | 69.2 | 68.7 | 28.5 | 65.1 | 60.2 | 69.9 | 34.1 | 65.6 | 57.4 | 22.1 | 68.3 | 60.8 | 60.4 | 66.8 | 55.4 | 55.4 | 53.6 | 68 | 40.2 | 89.6 | 64.8 | 22.3 | 88.6 | |
| InternVL3-8B2025.11 | 68.2 | 69 | 65.3 | 77.6 | 64.3 | 59.1 | 70.2 | 74.8 | 65.9 | 59.6 | 22.7 | 71.4 | 58.9 | 68.9 | 50.7 | 67.7 | 62.4 | 71.8 | 43.4 | 74.8 | 89.8 | 80.4 | 18.5 | 93.3 | |
| Q-Eval-Score2025.11 | 67.5 | 72.3 | 61.3 | 74.1 | 64.5 | 63.6 | 63.4 | 68.8 | 68.3 | 55.5 | 55.2 | 71.1 | 60.9 | 58.4 | 70.6 | 66.6 | 58.9 | 55.8 | 69.8 | 69.2 | 85.2 | 40.6 | 52 | 87.3 | |
| Qwen2.5-VL-7B-Instruct2025.11 | 60.5 | 76.9 | 38.8 | 77.6 | 63 | 73.4 | 49.7 | 75 | 65.2 | 71.4 | 8.2 | 71.1 | 56.3 | 81 | 35.1 | 69 | 67.3 | 82.8 | 58.7 | 75.4 | 89.2 | 73.6 | 7.4 | 88.1 |