Vision-Language Understanding on NegBench VOC2007
95.37AccuracyInternVL-3.0-8B
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| InternVL-3.0-8BParameters=8B2026.05 | 95.37 | 1 | 70.34 | 80.97 | 69.14 | |
| InternVL-3.5-8BParameters=8B2026.05 | 92.21 | 2 | 72.51 | 81.18 | 67.59 | |
| InternVL-2.5-8BParameters=8B2026.05 | 92.01 | 3 | 74.18 | 82.14 | 68.12 | |
| Qwen2.5-VL-7BParameters=7B2026.05 | 91.97 | 4 | 56.99 | 70.37 | 57.17 | |
| Gemma3.0-12BParameters=12B2026.05 | 87.5 | 5 | 60.09 | 71.25 | 64.62 | |
| Qwen2.0-VL-7BParameters=7B2026.05 | 85.35 | 6 | 54.82 | 66.76 | 53.27 | |
| Qwen3.0-VL-8BParameters=8B2026.05 | 84.08 | 7 | 70.4 | 76.64 | 72.32 | |
| LLaVA-1.5-13BParameters=13B2026.05 | 77.38 | 8 | 74.78 | 76.06 | 65.53 | |
| LLaVA-1.6-13BParameters=13B2026.05 | 65.28 | 9 | 58.68 | 61.8 | 44.17 | |
| InternVL-2.0-8BParameters=8B2026.05 | 58.68 | 10 | 70.11 | 63.88 | 44.32 | |
| Qwen-VL-7B-ChatParameters=7B2026.05 | 23.71 | 11 | 61.58 | 34.24 | 19 |