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| description | keywords |
|---|---|
| Explore the Ultralytics semantic image search solution. Learn how to retrieve images using natural language with CLIP, FAISS, and a simple web app powered by Flask. | Ultralytics, semantic search, CLIP, FAISS, image retrieval, natural language, Flask, computer vision, YOLO, AI |
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ultralytics/solutions/similarity_search.py!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/similarity_search.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/similarity_search.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/similarity_search.py) 🛠️. Thank you 🙏!
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