| 1 | Qwen2.5-VL-72B-Instruct-AWQ | Qwen/Qwen2.5-VL-72B-Instruct | Qwen | 88.2 | high | |
| 2 | Qwen2.5-VL-7B-Instruct-AWQ | Qwen/Qwen2.5-VL-7B-Instruct | Qwen | 87.9 | high | |
| 3 | Qwen2.5-VL-3B-Instruct-AWQ | Qwen/Qwen2.5-VL-3B-Instruct | Qwen | 87.9 | high | |
| 4 | Qwen2.5-VL-32B-Instruct-AWQ | Qwen/Qwen2.5-VL-32B-Instruct | Qwen | 87.3 | high | |
| 5 | Qwen2-VL-72B-Instruct-AWQ | Qwen/Qwen2-VL-72B-Instruct | Qwen | 86.94 | high | |
| 6 | Qwen2-VL-72B-Instruct-GPTQ-Int4 | Qwen/Qwen2-VL-72B-Instruct | Qwen | 86.94 | high | |
| 7 | Qwen2-VL-72B-Instruct-GPTQ-Int8 | Qwen/Qwen2-VL-72B-Instruct | Qwen | 86.94 | high | |
| 8 | Phi-4-multimodal-instruct | microsoft/Phi-4-multimodal-instruct | microsoft | 86.7 | medium | MMBench (dev-en) |
| 9 | Phi-4-multimodal-instruct | microsoft/Phi-4-multimodal-instruct | Lexius | 86.7 | medium | MMBench (dev-en) |
| 10 | Mage-VL | microsoft/Mage-VL | microsoft | 84.02 | medium | MMBench-EN-dev |
| 11 | glm-4v-9b | zai-org/glm-4v-9b | zai-org | 83.4 | low | |
| 12 | Kimi-VL-A3B-Instruct | moonshotai/Moonlight-16B-A3B | moonshotai | 83.1 | medium | MMBench-EN-v1.1 (Acc) |
| 13 | Eagle2.5-8B | Qwen/Qwen2.5-7B-Instruct | nvidia | 83.1 | medium | MMBench_V11<sub>test</sub> |
| 14 | Kimi-VL-A3B-Thinking-2506 | moonshotai/Kimi-VL-A3B-Instruct | moonshotai | 83.1 | medium | MMBench-EN-v1.1 (Acc) |
| 15 | Qwen2.5-VL-72B-Instruct | Qwen/Qwen2.5-VL-72B-Instruct | Qwen | 82.1 | medium | MMBench_DEV_EN_V11 |
| 16 | Qwen2.5-VL-72B-Instruct-GGUF | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 82.1 | medium | MMBench_DEV_EN_V11 |
| 17 | Qwen2.5-VL-72B-Instruct-GGUF | Qwen/Qwen2.5-VL-72B-Instruct | Mungert | 82.1 | medium | MMBench_DEV_EN_V11 |
| 18 | Qwen2.5-VL-72B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 82.1 | medium | MMBench_DEV_EN_V11 |
| 19 | Qwen2.5-VL-72B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 82.1 | medium | MMBench_DEV_EN_V11 |
| 20 | Mage-VL | microsoft/Mage-VL | microsoft | 82.04 | medium | MMBench-CN-dev |
| 21 | Qwen2.5-Omni-3B | Qwen/Qwen2.5-Omni-3B | Qwen | 81.8 | medium | MMBench-V1.1-EN<sub>test</sub> |
| 22 | Qwen2.5-Omni-7B | Qwen/Qwen2.5-Omni-7B | Qwen | 81.8 | medium | MMBench-V1.1-EN<sub>test</sub> |
| 23 | Qwen2.5-Omni-7B-GGUF | Qwen/Qwen2.5-Omni-7B | unsloth | 81.8 | medium | MMBench-V1.1-EN<sub>test</sub> |
| 24 | Qwen2.5-Omni-3B-GGUF | Qwen/Qwen2.5-Omni-3B | unsloth | 81.8 | medium | MMBench-V1.1-EN<sub>test</sub> |
| 25 | Qwen2.5-Omni-3B-GGUF | Qwen/Qwen2.5-Omni-3B | Mungert | 81.8 | medium | MMBench-V1.1-EN<sub>test</sub> |
| 26 | Qwen2.5-Omni-7B | Qwen/Qwen2.5-Omni-7B | unsloth | 81.8 | medium | MMBench-V1.1-EN<sub>test</sub> |
| 27 | Qwen2.5-Omni-7B-GGUF | Qwen/Qwen2.5-Omni-7B | Mungert | 81.8 | medium | MMBench-V1.1-EN<sub>test</sub> |
| 28 | Qwen2.5-Omni-3B | Qwen/Qwen2.5-Omni-3B | unsloth | 81.8 | medium | MMBench-V1.1-EN<sub>test</sub> |
| 29 | Qwen2-VL-7B-Instruct-AWQ | Qwen/Qwen2-VL-7B-Instruct | Qwen | 81.78 | high | |
| 30 | Qwen2-VL-7B-Instruct-GPTQ-Int8 | Qwen/Qwen2-VL-7B-Instruct | Qwen | 81.78 | high | |
| 31 | Qwen2-VL-7B-Instruct-GPTQ-Int4 | Qwen/Qwen2-VL-7B-Instruct | Qwen | 81.78 | high | |
| 32 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B | Qwen | 81.7 | medium | MMBench-EN<sub>test</sub> |
| 33 | Qwen2-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 81.7 | medium | MMBench-EN<sub>test</sub> |
| 34 | Qwen2-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 81.7 | medium | MMBench-EN<sub>test</sub> |
| 35 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B-Instruct | unsloth | 81.7 | medium | MMBench-EN<sub>test</sub> |
| 36 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B | Qwen | 81.2 | medium | MMBench-CN<sub>test</sub> |
| 37 | Qwen2-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 81.2 | medium | MMBench-CN<sub>test</sub> |
| 38 | Qwen2-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 81.2 | medium | MMBench-CN<sub>test</sub> |
| 39 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B-Instruct | unsloth | 81.2 | medium | MMBench-CN<sub>test</sub> |
| 40 | Ming-Lite-Omni | inclusionAI/Ling-lite | inclusionAI | 80.8 | medium | MMBench_TEST_V11 |
| 41 | Phi-3-vision-128k-instruct | microsoft/Phi-3-vision-128k-instruct | microsoft | 80.5 | medium | MMBench |
| 42 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | Qwen | 79.4 | medium | MMBench-V1.1-En<sub>test</sub> |
| 43 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B | Qwen | 79.4 | medium | MMBench-V1.1<sub>test</sub> |
| 44 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 79.4 | medium | MMBench-V1.1-En<sub>test</sub> |
| 45 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 79.4 | medium | MMBench-V1.1-En<sub>test</sub> |
| 46 | Qwen2.5-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 79.4 | medium | MMBench-V1.1-En<sub>test</sub> |
| 47 | Qwen2.5-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 79.4 | medium | MMBench-V1.1-En<sub>test</sub> |
| 48 | Qwen2-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 79.4 | medium | MMBench-V1.1<sub>test</sub> |
| 49 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | Mungert | 79.4 | medium | MMBench-V1.1-En<sub>test</sub> |
| 50 | Qwen2-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2-VL-7B-Instruct | unsloth | 79.4 | medium | MMBench-V1.1<sub>test</sub> |
| 51 | Qwen2-VL-7B-Instruct | Qwen/Qwen2-VL-7B-Instruct | unsloth | 79.4 | medium | MMBench-V1.1<sub>test</sub> |
| 52 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | Qwen | 79.3 | medium | MMBench-V1.1<sub>test</sub> |
| 53 | Qwen2.5-VL-3B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 79.3 | medium | MMBench-V1.1<sub>test</sub> |
| 54 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 79.3 | medium | MMBench-V1.1<sub>test</sub> |
| 55 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | Mungert | 79.3 | medium | MMBench-V1.1<sub>test</sub> |
| 56 | Qwen2.5-VL-3B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 79.3 | medium | MMBench-V1.1<sub>test</sub> |
| 57 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 79.3 | medium | MMBench-V1.1<sub>test</sub> |
| 58 | jina-vlm | Qwen/Qwen3-1.7B-Base | jinaai | 74.3 | medium | |
| 59 | falcon-11B-vlm | tiiuae/falcon-11B-vlm | tiiuae | 72.0 | low | |
| 60 | LFM2.5-VL-1.6B-GGUF | LiquidAI/LFM2.5-VL-1.6B | unsloth | 65.9 | low | |
| 61 | cogvlm2-llama3-chat-19B | zai-org/cogvlm2-llama3-chat-19B | zai-org | 65.8 | low | Open Source |
| 62 | cogvlm2-llama3-chinese-chat-19B | zai-org/cogvlm2-llama3-chinese-chat-19B | zai-org | 65.8 | low | Open Source |
| 63 | cogvlm2-llama3-chat-19B-int4 | zai-org/cogvlm2-llama3-chat-19B | zai-org | 65.8 | low | Open Source |
| 64 | Qwen2.5-VL-32B-Instruct | Qwen/Qwen2.5-VL-32B-Instruct | Qwen | 2.02 | medium | MMBench-Video |
| 65 | Qwen2.5-VL-32B-Instruct-GGUF | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 2.02 | medium | MMBench-Video |
| 66 | Qwen2.5-VL-32B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 2.02 | medium | MMBench-Video |
| 67 | Qwen2.5-VL-32B-Instruct-GGUF | Qwen/Qwen2.5-VL-32B-Instruct | Mungert | 2.02 | medium | MMBench-Video |
| 68 | Qwen2.5-VL-32B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-32B-Instruct | unsloth | 2.02 | medium | MMBench-Video |
| 69 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | Qwen | 1.73 | medium | MMBench-Video |
| 70 | Qwen2.5-VL-3B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 1.73 | medium | MMBench-Video |
| 71 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 1.73 | medium | MMBench-Video |
| 72 | Qwen2.5-VL-3B-Instruct-GGUF | Qwen/Qwen2.5-VL-3B-Instruct | Mungert | 1.73 | medium | MMBench-Video |
| 73 | Qwen2.5-VL-3B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 1.73 | medium | MMBench-Video |
| 74 | Qwen2.5-VL-3B-Instruct | Qwen/Qwen2.5-VL-3B-Instruct | unsloth | 1.73 | medium | MMBench-Video |
| 75 | Qwen2.5-VL-72B-Instruct | Qwen/Qwen2.5-VL-72B-Instruct | Qwen | 1.63 | medium | MMBench-Video |
| 76 | Qwen2.5-VL-72B-Instruct-GGUF | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 1.63 | medium | MMBench-Video |
| 77 | Qwen2.5-VL-72B-Instruct-GGUF | Qwen/Qwen2.5-VL-72B-Instruct | Mungert | 1.63 | medium | MMBench-Video |
| 78 | Qwen2.5-VL-72B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 1.63 | medium | MMBench-Video |
| 79 | Qwen2.5-VL-72B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-72B-Instruct | unsloth | 1.63 | medium | MMBench-Video |
| 80 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | Qwen | 1.44 | medium | MMBench-Video |
| 81 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 1.44 | medium | MMBench-Video |
| 82 | Qwen2.5-VL-7B-Instruct | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 1.44 | medium | MMBench-Video |
| 83 | Qwen2.5-VL-7B-Instruct-unsloth-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 1.44 | medium | MMBench-Video |
| 84 | Qwen2.5-VL-7B-Instruct-bnb-4bit | Qwen/Qwen2.5-VL-7B-Instruct | unsloth | 1.44 | medium | MMBench-Video |
| 85 | Qwen2.5-VL-7B-Instruct-GGUF | Qwen/Qwen2.5-VL-7B-Instruct | Mungert | 1.44 | medium | MMBench-Video |