jinaai/jina-clip-v1
feature-extraction model by jinaai
From the publisher
Model card & documentation
Source previewRead the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.
The embedding set trained by Jina AI. Jina CLIP: your CLIP model is also your text retriever! jina-clip-v1 is a state-of-the-art English multimodal (text-image) embedding model. Traditional text embedding models, such as jina-embeddings-v2-base-en, excel in text-to-text retrieval but incapable of cross-modal tasks. Models like openai/clip-vit-base-patch32 effectively align image and text embeddings but are not optimized for text-to-text retrieval due to their training methodologies and context limitations. jina-clip-v1 bridges this gap by offering robust performance in both domains. Its text component matches the retrieval efficiency of jina-embeddings-v2-base-en, while its overall architecture sets a new benchmark for cross-modal retrieval. This dual capability makes it an excellent tool for multimodal retrieval-augmented generation (MuRAG) applications, enabling seamless text-to-text and text-to-image searches within…
Read the full model card ↗ · Preview checked 2026-11-01T18:05:55.543Z
Inside the original model card — Document outline
- Intended Usage & Model Info
- Data & Parameters
- Usage
- Performance
- Text-Image Retrieval
- Text-Text Retrieval
- Contact
- Citation
- FAQ
- I encounter this problem, what should I do?
- Given one query, how can I merge its text-text and text-image cosine similarity?
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Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
jinaai/jina-clip-v1 is a feature-extraction model repository published by jinaai on Hugging Face. The source reports the transformers library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- feature-extraction
- Library
- transformers
- Recent downloads (30 days)
- 158,390
- Cumulative likes
- 258
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 222,672,128
- Architecture
- JinaCLIPModel
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2024-05-21T13:52:49.000Z
- Last modified
- 2026-04-08T14:04:01.000Z
Compatibility and lineage
Reported languages: en
Base-model lineage was not included.
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-11-01T06:54:29.511Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.