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Running
| Rank,Models,Model Size(B),Overall,Image-Overall,Video-Overall,Visdoc-Overall | |
| 1,"<a href=""https://interestfm-tte.github.io/"">IFM-TTE-7B</a>",8.29,74.07,77.9,59.19,79.48 | |
| 2,"<a href=""https://github.com/360CVGroup/RzenEmbed"">RzenEmbed-v2-7B</a>",8.29,71.61,75.92,55.73,77.06 | |
| 3,"<a href=""https://seed1-6-embedding.github.io"">seed-1.6-embedding</a>",unknown,71.27,77.78,55.34,73.44 | |
| 4,RzenEmbed-v1-7B,8.29,68.88,73.6,48.87,76.8 | |
| 5,"<a href=""https://huggingface.co/OpenSearch-AI/Ops-MM-embedding-v1-7B"">Ops-MM-embedding-v1-7B</a>",8.29,67.61,72.72,53.76,70.34 | |
| 6,"<a href=""https://huggingface.co/zhibinlan/UME-R1-7B"">UME-R1-7B</a>",8.29,64.5,71.25,47.5,67.13 | |
| 7,RzenEmbed-v1-2B,2.21,64.36,68.53,42.62,74.41 | |
| 8,"<a href=""https://huggingface.co/OpenSearch-AI/Ops-MM-embedding-v1-2B"">Ops-MM-embedding-v1-2B</a>",2.21,63.44,69.03,47.56,66.96 | |
| 9,"<a href=""https://arxiv.org/abs/2503.19900"">interestFM-UIR-CAFe-7B</a>",8.03,60.63,67.56,42.4,63.92 | |
| 10,"<a href=""https://huggingface.co/zhibinlan/UME-R1-2B"">UME-R1-2B</a>",2.21,60.11,66.56,42.23,63.86 | |
| 11,"<a href=""https://github.com/GaryGuTC/UniME-v2"">UniME-V2-LLaVA-OneVision-7B</a>",8.03,59.56,71.77,39.01,56.68 | |
| 12,"<a href=""https://huggingface.co/VLM2Vec/VLM2Vec-V2.0"">VLM2Vec-V2.0-Qwen2VL-2B</a>",2.21,58.02,64.85,34.58,65.36 | |
| 13,"<a href=""https://huggingface.co/Alibaba-NLP/gme-Qwen2-VL-7B-Instruct"">gme-Qwen2-VL-7B-Instruct</a>",8.29,57.83,55.95,38.43,75.18 | |
| 14,"<a href=""https://huggingface.co/Alibaba-NLP/gme-Qwen2-VL-2B-Instruct"">gme-Qwen2-VL-2B-Instruct</a>",2.21,54.08,51.89,33.64,72.71 | |
| 15,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Qwen2VL-7B"">VLM2Vec-V1-Qwen2VL-7B</a>",8.29,52.29,65.49,33.72,46.43 | |
| 16,"<a href=""https://arxiv.org/abs/2503.19900"">interestFM-UIR-CAFe-0.5B</a>",0.894,49.68,55.43,35.87,51.41 | |
| 17,"<a href=""https://huggingface.co/code-kunkun/LamRA-Ret-Qwen2.5VL-7b"">LamRA-Ret-Qwen2.5VL-7b</a>",8.29,47.41,52.43,33.6,50.24 | |
| 18,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Qwen2VL-2B"">VLM2Vec-V1-Qwen2VL-2B</a>",2.21,46.96,59.74,28.61,41.55 | |
| 19,"<a href=""https://huggingface.co/vidore/colpali-v1.3"">colpali-v1.3</a>",2.92,44.44,34.89,28.17,70.97 | |
| 20,"<a href=""https://huggingface.co/code-kunkun/LamRA-Ret"">LamRA-Ret</a>",8.29,40.38,54.08,34.95,23.91 | |
| 21,"<a href=""https://github.com/QQ-MM/QQMM-embed"">QQMM-embed-v2</a>",8.29,34.74,75.28,0.0,0.0 | |
| 22,OEmbedding-v1-7B,8.29,34.18,74.05,0.0,0.0 | |
| 23,ReCo-7B,8.29,34.09,73.87,0.0,0.0 | |
| 24,TCE-v1,8.0,33.39,72.36,0.0,0.0 | |