Image-text Model¶
- Number of models: 42
Instruction Model¶
Alibaba-NLP/gme-Qwen2-VL-2B-Instruct¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 32.8K | 1.5K | 2.2B | 8.2 GB | 2024-12-24 | cmn-Hans, eng-Latn |
Alibaba-NLP/gme-Qwen2-VL-7B-Instruct¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 32.8K | 3.6K | 8.3B | 30.9 GB | 2024-12-24 | cmn-Hans, eng-Latn |
TIGER-Lab/VLM2Vec-Full¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 131.1K | 3.1K | 4.2B | 7.7 GB | 2024-10-08 | eng-Latn |
TIGER-Lab/VLM2Vec-LoRA¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 131.1K | 3.1K | not specified | not specified | 2024-10-08 | eng-Latn |
ibm-granite/granite-vision-3.3-2b-embedding¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 128.0K | 128 | 3.0B | 11.1 GB | 2025-06-11 | eng-Latn |
intfloat/mmE5-mllama-11b-instruct¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 128.0K | 4.1K | 10.6B | 19.8 GB | 2025-02-12 | eng-Latn |
Citation
@article{chen2025mmE5,
title={mmE5: Improving Multimodal Multilingual Embeddings via High-quality Synthetic Data},
author={Chen, Haonan and Wang, Liang and Yang, Nan and Zhu, Yutao and Zhao, Ziliang and Wei, Furu and Dou, Zhicheng},
journal={arXiv preprint arXiv:2502.08468},
year={2025}
}
jinaai/jina-clip-v1¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 8.2K | 768 | 223.0M | 849.0 MB | 2024-05-30 | eng-Latn |
jinaai/jina-embeddings-v4¶
License: cc-by-nc-4.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 32.8K | 2.0K | 3.8B | 7.3 GB | 2025-06-24 | afr-Latn, amh-Latn, ara-Latn, asm-Latn, aze-Latn, ... (99) |
microsoft/LLM2CLIP-Openai-B-16¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| not specified | 1.3K | 361.0M | not specified | 2024-11-07 | eng-Latn |
microsoft/LLM2CLIP-Openai-L-14-224¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| not specified | 1.3K | 578.0M | not specified | 2024-11-07 | eng-Latn |
microsoft/LLM2CLIP-Openai-L-14-336¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| not specified | 1.3K | 579.0M | not specified | 2024-11-07 | eng-Latn |
nomic-ai/colnomic-embed-multimodal-3b¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 128.0K | 128 | 3.0B | 7.0 GB | 2025-03-31 | deu-Latn, eng-Latn, fra-Latn, ita-Latn, spa-Latn |
nomic-ai/colnomic-embed-multimodal-7b¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 128.0K | 128 | 7.0B | 14.1 GB | 2025-03-31 | deu-Latn, eng-Latn, fra-Latn, ita-Latn, spa-Latn |
nomic-ai/nomic-embed-vision-v1.5¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 2.0K | 768 | 92.9M | 355.0 MB | 2024-06-08 | eng-Latn |
nvidia/llama-nemoretriever-colembed-1b-v1¶
License: https://huggingface.co/nvidia/llama-nemoretriever-colembed-1b-v1/blob/main/LICENSE
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 8.2K | 2.0K | 2.4B | 9.0 GB | 2025-06-27 | eng-Latn |
nvidia/llama-nemoretriever-colembed-3b-v1¶
License: https://huggingface.co/nvidia/llama-nemoretriever-colembed-1b-v1/blob/main/LICENSE
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 8.2K | 3.1K | 4.4B | 16.4 GB | 2025-06-27 | eng-Latn |
royokong/e5-v¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 8.2K | 4.1K | 8.4B | 15.6 GB | 2024-07-17 | eng-Latn |
vidore/colSmol-256M¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 8.2K | 128 | 256.0M | 800.0 MB | 2025-01-22 | eng-Latn |
vidore/colSmol-500M¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 8.2K | 128 | 500.0M | 1.2 GB | 2025-01-22 | eng-Latn |
vidore/colpali-v1.1¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 16.4K | 128 | 2.9B | 4.6 GB | 2024-08-21 | eng-Latn |
vidore/colpali-v1.2¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 16.4K | 128 | 2.9B | 4.6 GB | 2024-08-26 | eng-Latn |
vidore/colpali-v1.3¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 16.4K | 128 | 2.9B | 4.6 GB | 2024-11-01 | eng-Latn |
vidore/colqwen2-v1.0¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 32.8K | 128 | 2.2B | 7.0 GB | 2025-11-03 | eng-Latn |
vidore/colqwen2.5-v0.2¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 128.0K | 128 | 3.0B | 7.0 GB | 2025-01-31 | eng-Latn |
Non-instruction Model¶
BAAI/bge-visualized-base¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 512.0 | 768 | 196.0M | 1.6 GB | 2024-06-06 | eng-Latn |
BAAI/bge-visualized-m3¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 8.2K | 1.0K | 872.9M | 4.2 GB | 2024-06-06 | eng-Latn |
Cohere/Cohere-embed-v4.0¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 128.0K | 1.5K | not specified | not specified | 2024-12-01 | afr-Latn, amh-Ethi, ara-Arab, asm-Beng, aze-Latn, ... (109) |
QuanSun/EVA02-CLIP-B-16¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 512 | 149.0M | 568.0 MB | 2023-04-26 | eng-Latn |
QuanSun/EVA02-CLIP-L-14¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 768 | 428.0M | 1.6 GB | 2023-04-26 | eng-Latn |
QuanSun/EVA02-CLIP-bigE-14¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 1.0K | 4.7B | 17.5 GB | 2023-04-26 | eng-Latn |
QuanSun/EVA02-CLIP-bigE-14-plus¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 1.0K | 5.0B | 18.6 GB | 2023-04-26 | eng-Latn |
Salesforce/blip-image-captioning-base¶
License: bsd-3-clause
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 512.0 | 768 | 247.0M | 942.0 MB | 2023-08-01 | eng-Latn |
Salesforce/blip-image-captioning-large¶
License: bsd-3-clause
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 512.0 | 768 | 470.0M | 1.8 GB | 2023-12-07 | eng-Latn |
Salesforce/blip-itm-base-coco¶
License: bsd-3-clause
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 512.0 | 768 | 247.0M | 942.0 MB | 2023-08-01 | eng-Latn |
Salesforce/blip-itm-base-flickr¶
License: bsd-3-clause
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 512.0 | 768 | 247.0M | 942.0 MB | 2023-08-01 | eng-Latn |
Salesforce/blip-itm-large-coco¶
License: bsd-3-clause
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 512.0 | 768 | 470.0M | 1.8 GB | 2023-08-01 | eng-Latn |
Salesforce/blip-itm-large-flickr¶
License: bsd-3-clause
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 512.0 | 768 | 470.0M | 1.8 GB | 2023-08-01 | eng-Latn |
Salesforce/blip-vqa-base¶
License: bsd-3-clause
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 512.0 | 768 | 247.0M | 1.4 GB | 2023-12-07 | eng-Latn |
Salesforce/blip-vqa-capfilt-large¶
License: bsd-3-clause
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 512.0 | 768 | 247.0M | 942.0 MB | 2023-01-22 | eng-Latn |
Salesforce/blip2-opt-2.7b¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| not specified | 768 | 3.7B | 14.0 GB | 2024-03-22 | eng-Latn |
Salesforce/blip2-opt-6.7b-coco¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| not specified | 768 | 7.8B | 28.9 GB | 2024-03-31 | eng-Latn |
cohere/embed-english-v3.0¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| not specified | 1.0K | not specified | not specified | 2024-10-24 | eng-Latn |
cohere/embed-multilingual-v3.0¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| not specified | 1.0K | not specified | not specified | 2024-10-24 | not specified |
google/siglip-base-patch16-224¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 768 | 203.0M | 775.0 MB | 2024-01-08 | eng-Latn |
google/siglip-base-patch16-256¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 768 | 203.0M | 775.0 MB | 2024-01-08 | eng-Latn |
google/siglip-base-patch16-256-multilingual¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 768 | 371.0M | 1.4 GB | 2024-01-08 | eng-Latn |
google/siglip-base-patch16-384¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 768 | 203.0M | 776.0 MB | 2024-01-08 | eng-Latn |
google/siglip-base-patch16-512¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 768 | 204.0M | 777.0 MB | 2024-01-08 | eng-Latn |
google/siglip-large-patch16-256¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 1.0K | 652.0M | 2.4 GB | 2024-01-08 | eng-Latn |
google/siglip-large-patch16-384¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 1.0K | 652.0M | 2.4 GB | 2024-01-08 | eng-Latn |
google/siglip-so400m-patch14-224¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 16.0 | 1.2K | 877.0M | 3.3 GB | 2024-01-08 | eng-Latn |
google/siglip-so400m-patch14-384¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 1.2K | 878.0M | 3.3 GB | 2024-01-08 | eng-Latn |
google/siglip-so400m-patch16-256-i18n¶
License: apache-2.0
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 1.2K | 1.1B | 4.2 GB | 2024-01-08 | eng-Latn |
kakaobrain/align-base¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 64.0 | 768 | 176.0M | 671.0 MB | 2023-02-24 | eng-Latn |
laion/CLIP-ViT-B-16-DataComp.XL-s13B-b90K¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 512 | 150.0M | 572.0 MB | 2023-04-26 | eng-Latn |
laion/CLIP-ViT-B-32-DataComp.XL-s13B-b90K¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 512 | 151.0M | 576.0 MB | 2023-04-26 | eng-Latn |
laion/CLIP-ViT-B-32-laion2B-s34B-b79K¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 512 | 151.0M | 577.0 MB | 2022-09-15 | eng-Latn |
laion/CLIP-ViT-H-14-laion2B-s32B-b79K¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 1.0K | 986.0M | 3.7 GB | 2022-09-15 | eng-Latn |
laion/CLIP-ViT-L-14-DataComp.XL-s13B-b90K¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 768 | 428.0M | 1.6 GB | 2023-04-26 | eng-Latn |
laion/CLIP-ViT-L-14-laion2B-s32B-b82K¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 768 | 428.0M | 1.6 GB | 2022-09-15 | eng-Latn |
laion/CLIP-ViT-bigG-14-laion2B-39B-b160k¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 1.3K | 2.5B | 9.5 GB | 2023-01-23 | eng-Latn |
laion/CLIP-ViT-g-14-laion2B-s34B-b88K¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 1.0K | 1.4B | 5.1 GB | 2023-03-06 | eng-Latn |
openai/clip-vit-base-patch16¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 512 | 151.0M | 576.0 MB | 2021-02-26 | eng-Latn |
openai/clip-vit-base-patch32¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 512 | 151.0M | 576.0 MB | 2021-02-26 | eng-Latn |
openai/clip-vit-large-patch14¶
License: not specified
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 77.0 | 768 | 428.0M | 1.6 GB | 2021-02-26 | eng-Latn |
voyageai/voyage-multimodal-3¶
License: mit
| Max Tokens | Embedding dimension | Parameters | Required Memory (Mb) | Release date | Languages |
|---|---|---|---|---|---|
| 32.8K | 1.0K | not specified | not specified | 2024-11-10 | not specified |