General Evaluation on MM-VET
39.5RECECSO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ECSOBackbone=ShareGPT4V-13B2025.12 | 39.5 | 28.8 | 20.6 | 36.2 | — | |
| BASEBackbone=ShareGPT4V-13B2025.12 | 38.1 | 28.3 | 21 | 35 | — | |
| SGMBackbone=ShareGPT4V-13B2025.12 | 36.1 | 32.6 | 21.1 | 35.1 | — | |
| BASEBackbone=ShareGPT4V-7B2025.12 | 35.2 | 26.4 | 20.9 | 32.8 | — | |
| ECSOBackbone=ShareGPT4V-7B2025.12 | 35.1 | 26.2 | 21 | 32.7 | — | |
| SGMBackbone=ShareGPT4V-7B2025.12 | 34.3 | 27 | 20.8 | 33 | — | |
| BASEBackbone=LLaVA-1.5-13B2025.12 | 32.9 | 21.5 | 17.5 | 28.7 | — | |
| ECSOBackbone=LLaVA-1.5-13B2025.12 | 29.5 | 17.1 | 17.6 | 24.6 | — | |
| BASEBackbone=LLaVA-1.5-7B2025.12 | 28.2 | 18.6 | 16.4 | 25.1 | — | |
| SGMBackbone=LLaVA-1.5-13B2025.12 | 28.1 | 17.2 | 17.1 | 24.8 | — | |
| ECSOBackbone=LLaVA-1.5-7B2025.12 | 28 | 16 | 15.1 | 24.4 | — | |
| SGMBackbone=LLaVA-1.5-7B2025.12 | 27.1 | 15.7 | 15 | 23.4 | — | |
| InternVL3-1BModel Size=1B2026.02 | — | — | — | — | 58.9 | |
| InternVL3-2BModel Size=2B2026.02 | — | — | — | — | 62.2 | |
| InternVL3-8BModel Size=8B2026.02 | — | — | — | — | 81.3 | |
| LLaVA-OV-7BModel Size=7B2026.02 | — | — | — | — | 67.3 | |
| QwenVL2.5-3BModel Size=3B2026.02 | — | — | — | — | 61.8 | |
| QwenVL2.5-7BModel Size=7B2026.02 | — | — | — | — | 67.1 | |
| Robobrain-2.0-3BModel Size=3B2026.02 | — | — | — | — | 59.4 | |
| Robobrain-2.0-7BModel Size=7B2026.02 | — | — | — | — | 61.4 | |
| RoboInter-LLaVAOV-7BModel Size=7B, Backbone=LLaVA-OV2026.02 | — | — | — | — | 61.4 | |
| RoboInter-Qwen-3BModel Size=3B, Backbone=Qwen2026.02 | — | — | — | — | 61 | |
| RoboInter-Qwen-7BModel Size=7B, Backbone=Qwen2026.02 | — | — | — | — | 62.3 |