Welcome to Deepsyence 👋

Deep learning in the browser for medical images.

These models are finetuned with interactive points and bounding boxes. The models are then quantized to small sizes for inference in the browser.

This app aims to reduce the constraints that hold back the deployment of deep learning models for medical images.

Features

Convert model checkpoint to onnx format for inference in the browser

• Upload checkpoint file and config file with preprocessing steps
• Convert to onnx format
• Download onnx model

Model deployment

• Upload onnx model
• Upload test image
• Run inference interactively within image

Annotation tool

• Get automated annotations from model
• Interactively correct annotations
• Download annotations

✨ Demo

Development setup

Install dependencies

yarn install

then start the application

yarn start

Run tests

yarn run test

Author

👤 Thuy Dao

• Github: @iishiishii

🤝 Contributing

Contributions, issues and feature requests are welcome!

Feel free to check issues page.

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Give a ⭐️ if this project helped you!