Benchmark
多模态模型能力榜
vision
multimodal
多语言
多模态模型能力榜：多维度评测综合成绩。评测分数为事实数据，整理自公开评测体系，仅供学习研究参考。
Top 10
榜单概览
数据说明
分数为 0-100 百分制综合成绩（Elo 榜为相对评分，仅供同榜内比较）。评测分数属事实数据，整理自公开评测体系与厂商公开资料，部分分数为厂商自报口径，不同榜单的评测方法与数据集可能存在差异，请结合多个榜单交叉参考。
Ranking
模型排名
| 名次 | 模型 | 机构 | 主分 | 综合（含 Agent） | 感知 | 空间 | 信息图 | 推理 | 创作 | 智能体 |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Qwen3.7 Plus | Alibaba Cloud / Qwen Team | 73.0 | 80.5 | 71.0 | 52.0 | 82.0 | 84.4 | 64.0 | 45.3 |
| 2 | Gemini 3.1 Pro Preview | 72.6 | 77.1 | 71.0 | 52.5 | 78.0 | 83.8 | 66.5 | 27.3 | |
| 3 | Qwen3.5 397B-A17B | Alibaba Cloud / Qwen Team | 72.3 | 77.9 | 73.0 | 52.5 | 80.0 | 82.5 | 63.1 | 34.0 |
| 4 | GPT-5.5 | OpenAI | 71.1 | 79.6 | 53.0 | 54.0 | 74.0 | 86.3 | 73.4 | 50.7 |
| 5 | Kimi K2.6 | Moonshot AI | 70.6 | 75.6 | 60.0 | 52.0 | 78.0 | 81.9 | 69.8 | 30.0 |
| 6 | Doubao-Seed-2.0-Pro (high) | ByteDance | 69.4 | 75.9 | 71.0 | 50.5 | 75.0 | 78.1 | 63.4 | 39.3 |
| 7 | SenseNova-6-7-Flash-Alpha | SenseTime | 69.0 | — | 60.0 | 53.5 | 67.0 | 86.9 | 59.7 | — |
| 8 | GLM-5V-Turbo | Zhipu AI | 62.8 | 67.7 | 47.0 | 49.5 | 68.0 | 76.9 | 58.4 | 29.3 |
| 9 | Step 3.7 Flash | StepFun | 61.5 | 66.2 | 52.0 | 43.0 | 62.0 | 74.4 | 63.4 | 28.0 |
| 10 | Gemma 4 31B IT | 56.3 | 59.2 | 48.0 | 43.0 | 55.0 | 72.5 | 46.6 | 17.3 | |
| 11 | Claude Opus 4.8 | Anthropic | 54.1 | 61.8 | 44.0 | 40.5 | 60.0 | 57.5 | 65.3 | 46.0 |
| 12 | Ovis2.6-80B-A3B | Alibaba Cloud / Qwen Team | 53.7 | — | 42.0 | 37.5 | 53.0 | 67.5 | 54.5 | — |
| 13 | Mistral-Medium-3.5-128B | Mistral AI | 53.6 | 56.0 | 38.0 | 39.5 | 56.0 | 63.8 | 60.8 | 14.0 |
| 14 | MiniMax-M3 | MiniMax | 51.6 | 58.3 | 31.0 | 39.0 | 57.0 | 59.4 | 63.8 | 40.0 |
| 15 | Valley3-32B-Think | ByteDance | 40.2 | — | 45.0 | 36.5 | 45.0 | 35.6 | 43.4 | — |
| 16 | Llama-4-Scout-17B-16E-Instruct | Meta | 36.1 | — | 32.0 | 31.0 | 36.0 | 36.3 | 45.3 | — |
| 17 | SAIL-VL2-8B | ByteDance | 34.7 | — | 33.0 | 35.5 | 37.0 | 31.3 | 40.1 | — |
| 18 | MiniCPM-V-4.6-Thinking | OpenBMB | 33.6 | — | 31.0 | 39.5 | 36.0 | 31.3 | 32.3 | — |
| 19 | NVIDIA-Nemotron-Nano-12B-v2-VL-BF16 | NVIDIA | 29.8 | — | 29.0 | 30.5 | 34.0 | 23.1 | 38.9 | — |
| 20 | LLaVA-OneVision-2-8B-Instruct | LMMS-Lab | 28.8 | — | 34.0 | 32.5 | 28.0 | 22.5 | 33.4 | — |
| 21 | LFM2.5-VL-1.6B | Liquid AI | 23.3 | — | 24.0 | 30.5 | 22.0 | 18.8 | 26.0 | — |
| 22 | Flash-VL-2B-Dynamic-ISS | Meituan | 22.2 | — | 16.0 | 33.5 | 16.0 | 18.8 | 30.4 | — |