https://github.com/andreped/nuclei-vision-experiments

https://github.com/andreped/nuclei-vision-experiments

Last synced: 7 months ago
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• Host: GitHub
• URL: https://github.com/andreped/nuclei-vision-experiments
• Owner: andreped
• License: mit
• Created: 2024-03-31T11:47:11.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2024-03-31T12:20:18.000Z (over 2 years ago)
• Last Synced: 2025-02-17T17:52:23.333Z (over 1 year ago)
• Language: Jupyter Notebook
• Size: 11.9 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# nuclei-vision-experiments

This is an old project from 2019, which I only uploaded to store it somewhere.

This repository contains experiments on the PanNuke dataset to perform various

computer vision tasks on nuclei in histopathology images.

The tested methods were:

* U-Net for binary and semantic segmentation

* YOLOv1 and YOLOv3 for object detection

* Mask R-CNN for instance segmentation

* Watershed-based algorithm for semantic segmentation

* Morphology-based algorithm for separating semantic segmentation of nuclei into separate instances

* Multi-head U-Net to perform simultaneous image classification and semantic segmentation

# License

This project has MIT license.