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Similarity UI #13

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adding similarity ui link to the readme
MRawlani Oct 23, 2025
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adding correct yt link
MRawlani Oct 23, 2025
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MRawlani Oct 23, 2025
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improving text
MRawlani Oct 23, 2025
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improving text
MRawlani Oct 23, 2025
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6 changes: 6 additions & 0 deletions README.md
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Expand Up @@ -31,6 +31,12 @@ ep.predict_metrics(ep.encode_study(torch.zeros((50, 3, 16, 224, 224))))
## Licence
This project is licensed under the terms of the MIT license.

## Demo Video: Similarity Search UI
This short video showcases the **EchoPrime similarity search user interface**, a companion tool that enables interactive retrieval of echocardiogram studies based on cosine similarity.
It demonstrates how users can query specific phrases (e.g., *aortic root dilation*, *mitral calcification*) or upload new studies, and view the most similar cases across multiple views in real time.

[Watch on YouTube!](https://youtu.be/mot9R7-HQPk)


## FAQ:
### How to load pretrained video encoder and text encoder for fune-tuning?
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