Rank,Models,Model Size(B),Date,Image-Overall,I-CLS,I-QA,I-RET,I-VG,VOC2007,N24News,SUN397,ObjectNet,Country211,Place365,ImageNet-1K,HatefulMemes,ImageNet-A,ImageNet-R,OK-VQA,A-OKVQA,DocVQA,InfographicsVQA,ChartQA,Visual7W,ScienceQA,GQA,TextVQA,VizWiz,VisDial,CIRR,VisualNews_t2i,VisualNews_i2t,MSCOCO_t2i,MSCOCO_i2t,NIGHTS,WebQA,FashionIQ,Wiki-SS-NQ,OVEN,EDIS,MSCOCO,RefCOCO,RefCOCO-Matching,Visual7W-Pointing
1,"<a href=""https://huggingface.co/Qwen/Qwen3-VL-Embedding-8B"">Qwen3-VL-Embedding-8B</a>",8.14,2026-01-06,80.12,74.19,81.14,80.16,92.3,93.4,80.6,82.7,79.9,27.3,47.6,81.9,77.5,77.1,93.9,77.8,72.9,96.3,88.4,74.3,70.9,81.0,92.6,92.8,64.4,87.6,74.9,81.1,85.7,81.1,79.1,72.7,91.8,44.5,87.9,79.2,96.3,86.3,95.7,91.1,96.1
2,QQMM-embed-v3,8.29,2025-12-30,78.21,74.79,75.11,78.86,92.58,93.6,82.7,84.8,76.3,33.7,52.1,84.0,80.3,68.0,92.4,74.4,70.6,95.5,75.0,68.8,65.3,78.9,78.9,87.2,56.5,87.2,71.0,81.1,84.6,82.9,79.4,69.4,92.7,45.6,82.6,74.7,95.1,86.7,95.6,92.7,95.3
3,WeMM-Embedding-8B,8.77,2025-12-16,78.09,73.55,76.1,78.62,92.88,94.5,81.7,82.9,87.8,32.2,48.0,82.8,70.0,63.6,92.0,73.4,64.5,95.6,85.2,72.1,63.6,81.5,78.6,88.9,57.6,88.9,70.7,81.7,84.9,81.2,78.2,69.0,91.0,43.8,84.7,74.4,94.9,84.4,95.6,92.5,99.0
4,"<a href=""https://console.volcengine.com/ark/region:ark+cn-beijing/model/detail?Id=doubao-embedding-vision"">seed1.6-embedding-1215</a>",unknown,2025-12-18,77.99,75.05,74.89,79.33,89.05,89.3,82.2,78.6,83.2,46.9,52.4,83.7,70.3,70.9,93.0,74.9,65.8,95.1,86.2,73.1,58.0,78.7,76.3,85.6,55.2,86.2,69.9,83.8,83.7,81.3,77.8,70.7,92.7,50.4,84.6,74.1,96.7,77.3,93.5,93.8,91.6
5,"<a href=""https://interestfm-tte.github.io/"">IFM-TTE-7B</a>",8.29,2025-10-11,77.9,76.74,78.49,74.58,89.3,83.4,82.1,78.8,74.0,60.5,65.5,84.0,75.1,73.6,90.4,83.4,77.3,95.5,82.3,83.2,73.8,67.3,79.1,87.9,55.1,84.6,66.4,79.2,82.5,77.7,72.6,69.4,91.1,32.4,73.6,69.9,95.5,85.4,91.7,91.9,88.2
6,"<a href=""https://seed1-6-embedding.github.io"">seed-1.6-embedding</a>",unknown,2025-06-17,77.78,76.06,73.97,77.9,91.25,91.9,82.9,80.8,85.4,47.7,52.8,84.2,73.7,73.1,88.1,74.2,64.6,96.2,82.9,69.2,59.6,79.2,74.7,85.1,54.0,84.6,65.0,83.4,84.5,78.8,77.4,72.1,91.7,49.0,79.6,77.2,91.5,82.1,95.5,93.0,94.4
7,WeMM-Embedding-2B,2.13,2025-12-16,76.08,72.12,72.6,76.55,93.28,93.7,78.7,83.0,88.5,28.9,46.6,83.6,66.0,60.6,91.6,66.4,57.4,95.1,79.7,66.3,66.2,78.0,75.6,86.5,54.8,85.1,66.9,76.9,80.3,77.6,77.0,69.6,91.3,43.2,83.9,73.5,93.3,86.1,96.5,92.1,98.4
8,"<a href=""https://github.com/360CVGroup/RzenEmbed"">RzenEmbed-v2-7B</a>",8.29,2025-09-20,75.92,70.61,71.67,78.5,92.1,91.4,84.0,82.7,72.0,29.7,48.1,84.1,62.4,61.5,90.2,73.1,63.1,94.6,76.8,69.2,63.2,60.7,74.6,86.3,55.1,85.6,67.2,82.6,85.8,81.1,78.0,69.0,92.4,41.5,79.8,81.8,97.2,83.5,94.9,93.2,96.8
9,"<a href=""https://github.com/QQ-MM/QQMM-embed"">QQMM-embed-v2</a>",8.29,2025-09-15,75.28,72.97,71.85,76.01,87.42,92.8,82.4,83.7,74.2,30.8,48.8,83.5,79.6,62.7,91.2,73.8,71.1,96.0,74.0,68.1,65.3,62.7,62.4,88.2,56.9,85.5,69.5,80.5,83.9,82.6,80.1,67.0,92.7,32.2,74.2,72.5,91.4,81.5,93.5,92.9,81.8
10,"<a href=""https://huggingface.co/Qwen/Qwen3-VL-Embedding-2B"">Qwen3-VL-Embedding-2B</a>",2.13,2026-01-06,74.96,70.34,74.27,74.85,88.55,92.7,71.2,81.7,79.4,24.4,45.1,78.1,65.8,71.6,93.4,66.2,61.1,95.0,76.5,65.5,64.4,73.6,88.1,90.4,61.9,81.5,64.9,73.4,75.9,77.3,74.6,69.5,89.9,38.8,83.5,76.4,92.5,81.7,96.1,82.5,93.9
11,UniVec-CoT-7B,8.29,unknown,74.11,70.04,73.45,72.05,92.1,89.9,82.1,81.4,64.5,27.6,44.9,83.0,75.2,62.6,89.2,73.4,64.7,95.8,85.3,85.0,57.9,62.4,71.0,85.4,53.6,85.6,56.9,78.8,81.1,77.8,75.9,66.8,90.9,21.7,72.2,70.5,86.4,86.1,93.3,93.5,95.5
12,OEmbedding-v1-7B,8.29,2025-10-14,74.05,70.56,70.02,74.67,90.97,89.2,82.0,79.0,72.6,31.2,46.0,84.5,70.5,59.9,90.7,73.2,63.3,95.2,74.4,69.4,60.5,54.8,68.9,86.2,54.3,85.8,65.9,82.5,86.0,81.7,76.8,68.2,90.8,25.6,69.9,73.5,89.4,81.8,95.6,94.1,92.4
13,ReCo-7B,8.29,2025-08-15,73.87,70.95,71.52,73.66,87.7,88.8,83.8,81.2,74.1,28.0,47.4,84.2,73.6,58.3,90.1,74.1,61.8,95.1,76.3,66.7,67.2,54.5,76.8,87.3,55.4,85.3,60.7,81.4,84.3,79.5,74.0,68.7,90.7,20.6,72.1,74.0,92.6,74.1,93.5,94.1,89.1
14,UniVec-7B,8.29,unknown,73.79,68.79,71.69,73.76,91.67,90.0,81.9,80.4,58.6,28.5,45.9,83.3,75.7,57.6,86.0,73.6,64.3,95.1,80.9,73.1,58.2,56.9,74.2,86.3,54.3,85.7,56.9,79.0,82.7,78.9,76.4,68.2,89.3,28.3,70.0,79.0,90.7,87.5,94.5,93.7,91.0
15,"<a href=""https://arxiv.org/abs/2511.19278"">ReMatch-7B</a>",8.29,2025-11-24,73.7,65.78,73.58,74.12,92.5,89.5,81.0,78.7,59.4,25.4,45.4,78.7,67.8,48.4,83.5,72.6,63.6,95.8,82.9,75.5,66.9,59.5,77.9,87.6,53.5,85.8,59.8,79.2,83.1,81.2,76.0,69.5,90.1,29.6,69.5,73.2,92.5,84.2,95.8,94.0,96.0
16,RzenEmbed-v1-7B,8.29,2025-07-30,73.6,69.78,68.72,76.83,85.67,91.6,81.7,82.4,68.5,29.0,43.5,82.8,70.0,59.0,89.3,69.6,61.3,94.8,73.6,64.0,60.5,58.2,65.5,86.2,53.5,83.1,66.3,82.6,85.8,78.6,76.0,68.6,91.3,38.7,74.8,79.6,96.5,78.3,88.3,85.1,91.0
17,dp-embedding-v3-lite,8.29,2025-12-15,73.38,69.46,70.03,75.27,85.83,81.2,81.6,83.6,70.9,34.2,47.2,82.2,63.7,60.8,89.2,70.7,64.1,94.1,76.8,66.6,58.9,56.0,76.3,84.0,52.8,82.7,60.3,77.1,84.0,78.5,74.5,68.3,91.2,37.5,79.2,78.6,91.4,69.5,88.9,91.7,93.2
18,"<a href=""https://huggingface.co/OpenSearch-AI/Ops-MM-embedding-v1-7B"">Ops-MM-embedding-v1-7B</a>",8.29,2025-07-02,72.72,69.65,69.58,73.09,87.15,84.8,82.1,81.0,69.7,28.5,45.6,81.1,75.7,57.8,90.2,70.6,60.0,94.7,73.6,65.2,58.4,49.9,79.9,86.9,56.6,81.8,55.2,80.1,84.3,79.3,72.1,66.2,91.9,24.3,74.3,73.2,94.4,73.9,90.4,92.7,91.6
19,TCE-v1,8.0,2025-10-31,72.36,67.89,70.28,72.31,88.85,91.6,81.7,78.8,53.8,20.2,46.4,81.3,75.4,59.6,90.1,71.5,61.4,95.0,81.0,72.0,57.8,58.7,69.4,83.6,52.4,86.7,57.8,77.9,81.8,79.0,77.3,68.1,89.3,25.6,66.2,65.4,92.6,85.2,93.7,91.4,85.1
20,"<a href=""https://github.com/QQ-MM/QQMM-embed"">QQMM-embed</a>",8.297,unknown,72.175,70.07,69.52,71.175,87.075,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
21,"<a href=""https://huggingface.co/raghavlite/B3_Qwen2_7B"">B3_Qwen2_7B</a>",8.29,unknown,72.0,70.0,66.5,74.1,84.6,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
22,"<a href=""https://github.com/GaryGuTC/UniME-v2"">UniME-V2-LLaVA-OneVision-7B</a>",8.03,2025-10-15,71.77,65.64,68.66,73.1,90.85,92.5,66.0,78.8,73.2,19.0,43.8,78.9,66.1,49.0,89.1,71.7,71.5,92.4,67.1,59.2,62.7,55.2,69.0,84.4,53.4,84.8,67.0,77.3,80.1,80.0,74.6,68.3,90.2,27.0,70.9,68.5,88.5,81.3,95.3,92.8,94.0
23,"<a href=""https://huggingface.co/zhibinlan/UME-R1-7B"">UME-R1-7B</a>",8.29,2025-10-20,71.25,67.09,69.18,71.9,84.85,90.8,82.3,80.3,42.3,25.0,46.8,80.4,79.0,53.9,90.1,71.7,58.7,93.8,79.2,75.1,55.2,53.7,69.3,83.5,51.6,80.7,55.3,76.8,82.0,78.3,71.4,68.1,90.9,23.4,72.5,71.4,92.0,72.7,91.4,91.1,84.2
24,"<a href=""https://huggingface.co/Haon-Chen/e5-omni-7B"">e5-omni-7B</a>",8.0,2026-01-09,71.23,66.73,68.54,73.0,83.92,83.9,77.2,76.1,57.7,34.7,44.3,79.4,72.3,57.2,84.5,70.5,59.7,93.3,62.9,62.8,65.2,56.4,72.1,86.2,56.3,82.4,54.9,75.3,79.8,76.6,76.9,68.6,89.3,24.5,79.4,78.7,89.6,74.8,89.4,87.2,84.3
25,"<a href=""https://github.com/ZoengHN/Embed-RL"">Embed-RL-4B</a>",4.44,2026-01-23,70.81,63.39,70.18,71.16,89.9,80.4,46.4,79.3,74.4,19.5,43.7,79.5,66.2,56.6,87.9,66.5,59.2,93.9,76.0,81.1,55.4,62.0,68.0,84.0,55.7,85.0,62.2,73.4,74.0,78.8,76.5,66.0,90.7,31.5,69.7,59.2,86.9,90.9,94.5,88.5,85.7
26,"<a href=""https://huggingface.co/DeepGlint-AI/UniME-LLaVA-OneVision-7B"">UniME(LLaVA-OneVision-7B-LoRA-Res336)</a>",8.03,unknown,70.7,66.8,66.6,70.5,90.9,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
27,"<a href=""https://huggingface.co/friedrichor/Unite-Instruct-Qwen2-VL-7B"">UNITE-Instruct-7B</a>",8.29,unknown,70.3,68.3,65.1,71.6,84.8,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
28,"<a href=""https://huggingface.co/zhibinlan/LLaVE-7B"">LLaVE-7B</a>",8.03,unknown,70.3,65.7,65.4,70.9,91.9,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
29,"<a href=""https://arxiv.org/abs/2511.19278"">ReMatch-3B</a>",3.75,2025-11-24,70.2,62.4,69.55,69.97,92.0,89.7,81.0,74.6,55.4,21.0,44.4,76.5,60.3,38.3,82.8,71.4,60.4,94.7,76.4,68.3,62.4,53.0,71.9,83.6,53.4,83.6,57.0,75.1,80.8,76.5,74.4,66.0,89.9,18.9,66.3,68.2,82.9,83.8,95.3,93.9,95.0
30,"<a href=""https://huggingface.co/intfloat/mmE5-mllama-11b-instruct"">mmE5-mllama-11b-instruct</a>",10.6,unknown,69.8,67.6,62.6,71.0,89.6,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
31,"<a href=""https://arxiv.org/pdf/2503.19900"">interestFM-UIR-CAFe-7B</a>",8.03,unknown,69.8,65.2,65.6,70.0,91.2,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
32,"<a href=""https://huggingface.co/BAAI/BGE-VL-v1.5-mmeb"">BGE-VL-v1.5 (FT; LlaVA-1.6-Mistral)</a>",7.57,unknown,69.4,63.7,64.9,72.2,86.6,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
33,"<a href=""https://arxiv.org/abs/2511.19278"">ReMatch-2B</a>",2.21,2025-11-24,69.21,65.82,65.94,70.05,83.3,86.9,80.5,74.6,65.5,25.3,42.4,76.4,65.8,49.5,91.3,66.9,56.1,93.4,68.2,56.9,61.1,47.1,73.8,83.0,52.9,82.9,56.9,75.3,81.3,75.3,73.4,67.5,89.7,19.5,63.9,68.6,86.3,67.4,90.5,91.3,84.0
34,"<a href=""https://huggingface.co/OpenSearch-AI/Ops-MM-embedding-v1-2B"">Ops-MM-embedding-v1-2B</a>",2.21,2025-07-02,69.03,68.07,65.11,69.17,80.85,81.3,78.4,80.7,68.4,28.6,43.9,81.1,74.0,53.1,91.2,64.1,54.0,93.0,65.3,56.1,58.5,47.3,74.4,83.1,55.3,79.4,47.3,76.2,79.1,74.1,69.7,66.1,91.1,18.5,68.8,69.1,90.6,66.8,84.1,87.9,84.6
35,"<a href=""https://github.com/ZoengHN/Embed-RL"">Embed-RL-2B</a>",2.13,2026-01-23,68.86,62.26,67.46,68.69,89.4,78.8,43.8,75.9,73.1,19.4,43.1,78.2,64.3,57.3,88.7,60.9,55.1,92.1,75.3,80.9,53.0,54.5,64.8,84.0,54.0,82.1,49.5,72.1,73.6,79.0,75.4,65.4,89.6,24.9,70.8,59.1,82.8,90.0,93.9,86.9,86.8
36,RzenEmbed-v1-2B,2.21,2025-07-16,68.53,65.29,61.7,73.81,77.85,89.6,74.0,78.4,71.3,24.5,41.3,80.9,58.6,49.5,84.8,60.0,53.2,90.5,59.3,51.8,57.1,47.5,60.4,83.8,53.4,79.1,62.7,78.0,81.4,76.7,73.6,67.9,91.0,33.8,74.9,74.6,92.0,68.5,86.0,74.8,82.1
37,"<a href=""https://huggingface.co/raghavlite/B3_Qwen2_2B"">B3_Qwen2_2B</a>",2.21,unknown,68.1,67.0,61.19,70.85,79.88,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
38,"<a href=""https://huggingface.co/Haon-Chen/e5-omni-3B"">e5-omni-3B</a>",3.0,2026-01-09,67.59,64.72,62.11,70.54,79.62,84.8,76.7,75.1,53.0,29.1,41.7,76.5,66.2,58.6,85.5,64.9,54.8,91.2,52.8,52.7,59.8,43.6,65.4,82.8,53.1,78.9,54.9,74.6,77.7,78.1,72.5,68.4,89.2,19.5,74.9,76.1,81.7,70.9,85.3,75.8,86.5
39,"<a href=""https://arxiv.org/abs/2503.19900"">interestFM-UIR-CAFe-7B</a>",8.03,2025-07-06,67.56,63.63,61.66,69.07,87.58,89.8,83.2,79.9,22.5,16.7,45.0,77.3,78.7,55.2,88.0,67.3,63.8,79.2,53.3,48.8,52.5,65.4,65.7,76.8,43.8,82.7,60.4,69.5,79.4,75.4,73.1,66.7,89.3,39.0,61.2,60.8,71.3,84.7,89.4,83.0,93.2
40,"<a href=""https://huggingface.co/DeepGlint-AI/UniME-LLaVA-1.6-7B"">UniME(LLaVA-1.6-7B-LoRA-LowRes)</a>",7.57,unknown,66.6,60.6,52.9,67.9,85.1,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
41,"<a href=""https://huggingface.co/zhibinlan/UME-R1-2B"">UME-R1-2B</a>",2.21,2025-10-20,66.56,64.81,62.78,67.62,77.17,80.0,81.1,79.4,52.0,23.4,42.6,75.3,75.2,50.4,88.7,62.4,51.1,92.2,67.7,64.9,54.1,42.7,67.3,78.6,46.8,76.6,53.7,71.7,74.2,75.1,68.9,67.2,90.0,17.1,62.0,66.9,88.0,69.5,83.3,84.4,71.5
42,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Qwen2VL-7B"">VLM2Vec (Qwen2-VL-7B-LoRA-HighRes)</a>",8.29,unknown,65.8,62.6,57.8,69.9,81.7,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
43,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Qwen2VL-7B"">VLM2Vec-V1-Qwen2VL-7B</a>",8.29,2025-12-29,65.37,62.76,56.52,69.4,81.9,80.6,79.5,77.3,40.5,30.2,37.2,80.2,70.3,57.6,74.2,56.8,47.5,88.8,59.0,56.6,52.7,38.2,54.4,71.6,39.6,81.6,51.4,80.3,81.2,77.5,73.6,67.5,88.3,16.8,62.1,66.6,85.9,75.4,87.1,84.4,80.7
44,"<a href=""https://huggingface.co/zhibinlan/LLaVE-2B"">LLaVE-2B</a>",1.95,unknown,65.2,62.1,60.2,65.2,84.9,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
45,"<a href=""https://huggingface.co/VLM2Vec/VLM2Vec-V2.0"">VLM2Vec-V2.0-Qwen2VL-2B</a>",2.21,2025-12-29,64.92,62.93,56.42,69.6,77.12,84.9,73.0,70.9,65.1,25.8,36.1,80.8,55.8,47.6,89.3,51.7,44.0,90.1,59.1,48.1,52.8,38.1,65.4,71.6,43.3,82.7,57.3,74.7,78.3,75.9,71.1,68.4,90.6,19.6,67.6,64.8,84.2,66.2,87.0,86.3,69.0
46,"<a href=""https://huggingface.co/DeepGlint-AI/UniME-Phi3.5-V-4.2B"">UniME(Phi-3.5-V-LoRA)</a>",4.2,unknown,64.2,54.8,55.9,64.5,81.8,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
47,"<a href=""https://huggingface.co/JUNJIE99/MMRet-large"">MMRet-MLLM (FT)</a>",7.57,unknown,64.1,56.0,57.4,69.9,83.6,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
48,"<a href=""https://huggingface.co/friedrichor/Unite-Instruct-Qwen2-VL-2B"">UNITE-Instruct-2B</a>",2.21,unknown,63.3,63.2,55.9,65.4,75.6,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
49,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-LLaVa-Next"">VLM2Vec (LLaVA-1.6-LoRA-HighRes)</a>",7.57,unknown,62.9,61.2,49.9,67.4,86.1,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
50,"<a href=""https://huggingface.co/BAAI/BGE-VL-v1.5-zs"">BGE-VL-v1.5 (zeroshot; LlaVA-1.6-Mistral)</a>",7.57,unknown,60.1,56.1,55.3,63.9,70.8,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
51,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Full"">VLM2Vec (Phi-3.5-V-LoRA)</a>",4.15,unknown,60.1,54.8,54.9,62.3,79.5,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
52,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Qwen2VL-2B"">VLM2Vec-V1-Qwen2VL-2B</a>",2.21,2025-12-29,59.73,58.61,49.16,65.02,73.05,74.3,73.8,73.7,36.9,21.7,35.0,77.5,57.9,50.6,84.7,48.2,39.7,82.7,47.3,42.2,50.9,30.5,48.1,63.2,38.8,75.1,46.8,73.4,73.8,73.1,68.3,65.8,85.8,13.8,54.6,68.4,81.4,65.7,80.8,76.6,69.1
53,"<a href=""https://arxiv.org/pdf/2503.19900"">interestFM-UIR-CAFe-0.5B</a>",0.894,unknown,59.6,59.1,49.1,61.0,83.0,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
54,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Qwen2VL-2B"">VLM2Vec (Qwen2-VL-2B-LoRA-HighRes)</a>",2.21,unknown,59.3,59.0,49.4,65.4,73.4,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
55,"<a href=""https://huggingface.co/zhibinlan/LLaVE-0.5B"">LLaVE-0.5B</a>",0.894,unknown,59.1,57.4,50.3,59.8,82.9,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
56,"<a href=""https://huggingface.co/intfloat/mmE5-mllama-11b-instruct"">mmE5 (w/ 560K synthetic data)</a>",10.6,unknown,58.6,60.6,55.7,54.7,72.4,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
57,"<a href=""https://huggingface.co/Alibaba-NLP/gme-Qwen2-VL-7B-Instruct"">gme-Qwen2-VL-7B-Instruct</a>",8.29,2025-12-29,55.93,57.56,34.57,71.2,59.45,80.1,50.3,69.4,69.0,24.6,39.1,64.7,53.9,40.6,83.9,33.1,20.8,41.1,20.5,17.7,22.2,28.2,76.8,46.4,38.9,60.9,54.9,79.5,83.6,71.5,57.4,67.6,91.3,37.6,78.4,75.6,96.1,31.4,61.2,78.7,66.5
58,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-Full"">VLM2Vec (Phi-3.5-V-FT)</a>",4.15,unknown,55.9,52.8,50.3,57.8,72.3,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
59,"<a href=""https://huggingface.co/Alibaba-NLP/gme-Qwen2-VL-2B-Instruct"">gme-Qwen2-VL-2B-Instruct</a>",2.21,unknown,55.8,56.9,41.2,67.8,53.4,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
60,"<a href=""https://arxiv.org/abs/2503.19900"">interestFM-UIR-CAFe-0.5B</a>",0.894,2025-07-06,55.43,56.44,45.28,57.55,71.95,81.9,69.6,68.8,51.0,11.3,37.4,64.6,55.3,38.1,86.4,47.1,43.0,60.6,30.2,32.7,48.9,39.7,52.1,59.6,38.9,68.4,43.4,58.4,61.0,66.4,63.2,63.8,80.0,23.3,46.4,52.4,63.9,63.1,76.6,70.6,77.5
61,"<a href=""https://huggingface.co/TIGER-Lab/VLM2Vec-LLaVa-Next"">VLM2Vec (LLaVA-1.6-LoRA-LowRes)</a>",7.57,unknown,55.0,54.7,50.3,56.2,64.0,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
62,"<a href=""https://huggingface.co/code-kunkun/LamRA-Ret"">LamRA-Ret</a>",8.29,2025-12-29,54.13,59.27,26.49,70.06,62.62,80.0,51.6,68.7,66.3,28.3,40.5,72.6,49.1,47.2,88.4,37.9,26.9,22.4,16.5,11.6,19.8,26.5,38.3,33.1,31.9,61.0,52.1,70.9,84.1,72.0,73.6,65.7,81.2,41.7,70.1,82.2,86.1,44.7,62.5,76.2,67.1
63,"<a href=""https://huggingface.co/code-kunkun/LamRA-Ret-Qwen2.5VL-7b"">LamRA-Ret-Qwen2.5VL-7b</a>",8.29,2025-06-28,52.54,51.19,33.31,67.72,58.45,78.2,30.4,64.9,59.2,20.6,35.9,59.2,50.2,36.3,77.0,37.7,31.2,37.9,23.2,14.5,24.4,31.7,55.0,45.5,32.0,63.0,46.6,69.9,75.5,68.0,71.4,65.8,85.7,34.7,66.5,85.0,80.5,38.7,59.1,84.5,51.5
64,"<a href=""https://huggingface.co/Alibaba-NLP/gme-Qwen2-VL-2B-Instruct"">gme-Qwen2-VL-2B-Instruct</a>",2.21,2025-12-29,51.87,54.55,29.84,66.75,55.62,75.8,50.3,67.0,71.2,26.4,36.1,58.1,53.7,28.4,78.5,30.1,18.6,30.0,11.8,13.3,15.6,27.1,75.3,39.5,37.1,47.7,43.1,74.8,77.7,68.3,63.2,67.6,88.8,32.2,73.8,72.1,91.7,28.4,55.8,73.7,64.6
65,"<a href=""https://huggingface.co/nvidia/MM-Embed"">MM-Embed</a>",8.18,unknown,50.0,48.1,32.3,63.8,57.8,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
66,"<a href=""https://doi.org/10.48550/arXiv.2212.07143"">OpenCLIP-FT</a>",0.428,unknown,47.2,56.0,21.9,55.4,64.1,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
67,"<a href=""https://doi.org/10.48550/arXiv.2103.00020"">CLIP-FT</a>",0.428,unknown,45.4,55.2,19.7,53.2,62.2,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
68,"<a href=""https://huggingface.co/TIGER-Lab/UniIR"">UniIR (CLIP_SF)</a>",0.428,unknown,44.7,44.3,16.2,61.8,65.3,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
69,"<a href=""https://huggingface.co/JUNJIE99/MMRet-large"">MMRet-MLLM (LLaVA-1.6)</a>",7.57,unknown,44.0,47.2,18.4,56.5,62.2,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
70,"<a href=""https://huggingface.co/TIGER-Lab/UniIR"">UniIR (BLIP_FF)</a>",0.247,unknown,42.8,42.1,15.0,60.1,62.2,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
71,"<a href=""https://github.com/mlfoundations/open_clip"">open_clip-ViT-L/14</a>",0.428,unknown,39.7,47.8,10.9,52.3,53.3,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
72,"<a href=""https://huggingface.co/openai/clip-vit-large-patch14"">clip-vit-large-patch14</a>",0.428,unknown,37.8,42.8,9.1,53.0,51.8,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
73,"<a href=""https://huggingface.co/vidore/colpali-v1.3"">colpali-v1.3</a>",2.92,2025-12-29,34.89,40.45,11.48,48.15,39.75,69.8,25.6,56.2,45.6,6.0,27.7,42.3,50.9,15.2,65.2,9.4,6.4,11.3,5.0,5.7,6.1,16.5,8.1,18.9,27.4,41.1,8.2,50.5,47.7,58.6,50.4,65.4,54.2,5.9,80.5,50.1,65.2,36.5,65.0,1.2,56.3
74,"<a href=""https://huggingface.co/google/siglip-base-patch16-224"">siglip-base-patch16-224</a>",0.203,unknown,34.8,40.3,8.4,31.6,59.5,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
75,"<a href=""https://github.com/google-deepmind/magiclens"">Magiclens</a>",0.428,unknown,27.8,38.8,8.3,35.4,26.0,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
76,"<a href=""https://huggingface.co/Salesforce/blip2-opt-2.7b"">blip2-opt-2.7b</a>",3.74,unknown,25.2,27.0,4.2,33.9,47.0,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
77,"<a href=""https://huggingface.co/royokong/e5-v"">e5-v</a>",8.36,unknown,13.3,21.8,4.9,11.5,19.0,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-,-
78,"<a href=""https://huggingface.co/OpenSearch-AI/Ops-Colqwen3-4B"">Ops-Colqwen3-4B</a>",4.44,2026-01-27,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
79,Taichu-UniRetriever-8B,8.77,2026-01-15,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
80,Taichu-UniRetriever-2B,2.13,2026-01-15,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
81,"<a href=""https://huggingface.co/Alibaba-NLP/GVE-7B"">GVE-7B</a>",8.29,unknown,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
82,TCR,8.77,2026-01-15,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0