Visual Perception on MME (Perception and Cognition Scores)
2,415Perception ScoreQwen2.5-VL + Multi-Agent (RL)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen2.5-VL + Multi-Agent (RL)Size=7B, Multi-Agent (RL)=true2026.03 | 2,415 | — | |
| Insight-V++Size=7B, Base Model=Qwen2.5-VL, Self-Evolving=true2026.03 | 2,406 | — | |
| Qwen2.5-VLSize=7B2026.03 | 2,347 | — | |
| MiniCPM-V-2.6Size=7B2026.03 | 2,268.7 | — | |
| IXC-2.5Size=7B2026.03 | 2,233.1 | — | |
| InternLM-XComposer2Size=7B2026.03 | 2,220.4 | — | |
| POINTSSize=7B2026.03 | 2,184.1 | — | |
| MiniCPM-LLaMA3-V 2.5Size=8B2026.03 | 2,024.6 | — | |
| Ovis1.5-LLaMA3Size=8B2026.03 | 1,948.5 | — | |
| Idefics3-LLaMA3Size=8B2026.03 | 1,937.4 | — | |
| Insight-VSize=7B, Base Model=Our Base Model, Iterative DPO=true2026.03 | 1,685.1 | 627 | |
| Our Base Model + Multi-AgentSize=7B, Multi-Agent=true2026.03 | 1,662.2 | 629.3 | |
| VILA-1.5Size=8B2026.03 | 1,634.9 | — | |
| LLaVA-NeXT-LLaMA3Size=8B2026.03 | 1,611.1 | 346 | |
| LLaVA-NeXT-LLaMA3 + Multi-AgentSize=8B, Multi-Agent=true2026.03 | 1,603.7 | 469.3 | |
| Bunny-LLaMA3Size=8B2026.03 | 1,588.9 | 321.1 | |
| Insight-V-LLaVASize=8B, Base Model=LLaVA-NeXT-LLaMA3, Iterative DPO=true2026.03 | 1,583.9 | 485.4 | |
| Our Base ModelSize=7B2026.03 | 1,573.7 | 482.5 | |
| Cambrian-1Size=8B2026.03 | 1,547.1 | — | |
| MM-1.5Size=7B2026.03 | 1,514.9 | 346.4 |