Fine-Grained Visual Understanding on MMStar
65.2AccuracyMMS-PRM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MMS-PRMSize=8B2026.06 | 65.2 | 73 | |
| LLaVA-OneVisionSize=7B2026.06 | 61.7 | 64.6 | |
| Insight-VSize=7B2026.06 | 61.5 | 65.7 | |
| Vision-R1-LlamaVSize=11B2026.06 | 61.4 | — | |
| InternVL2.5-MPO + SFTSize=8B2026.06 | 61 | 71 | |
| Qwen2-VLSize=7B2026.06 | 60.7 | 65.1 | |
| InternVL2.5-MPOSize=8B2026.06 | 60.7 | 69.4 | |
| R1-VLSize=7B2026.06 | 60 | — | |
| IXC-2.5Size=7B2026.06 | 59.9 | — | |
| InternVL-2.5Size=8B2026.06 | 59.6 | 68 | |
| LlamaV-o1Size=11B2026.06 | 59.5 | — | |
| LLaVA-CoTSize=11B2026.06 | 57.6 | — | |
| MiniCPM-V-2-6Size=8B2026.06 | 57.5 | 64.2 | |
| Ovis1.5-LLaMA3Size=8B2026.06 | 57.3 | — | |
| LLaVA-NeXT-LLaMA3 + SFTSize=8B2026.06 | 54.7 | 60.8 | |
| LLaVA-NeXT-LLaMA3Size=8B2026.06 | 43.1 | 52.1 | |
| LLaVA-1.5Size=13B2026.06 | 32.8 | — |