https://github.com/codediodeio/brachial-plexus-ultrasound-segmentation
Neural network comparison for Kaggle Ultrasound Segmentation competition
https://github.com/codediodeio/brachial-plexus-ultrasound-segmentation
Last synced: 3 months ago
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Neural network comparison for Kaggle Ultrasound Segmentation competition
- Host: GitHub
- URL: https://github.com/codediodeio/brachial-plexus-ultrasound-segmentation
- Owner: codediodeio
- Created: 2016-08-25T16:06:04.000Z (almost 9 years ago)
- Default Branch: master
- Last Pushed: 2016-09-01T15:07:39.000Z (almost 9 years ago)
- Last Synced: 2024-10-19T07:03:49.312Z (8 months ago)
- Language: Jupyter Notebook
- Homepage:
- Size: 21.8 MB
- Stars: 3
- Watchers: 3
- Forks: 1
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Brachial Plexus Ultrasound Nerve Segmentation
Exploratory data analysis and convolutional neural network implementation for the Ultrasound Nerve Segmentation competition on Kaggle.
The Github repo only contains a small sample of the 5,635 training images. To run this notebook on the full dataset, (1) clone the repo, (2) download the train/test data at https://www.kaggle.com/c/ultrasound-nerve-segmentation/data, then (3) change the `TRAIN_DIR` and `TEST_DIR` constants to your local directory.
## Main Files
- Report.pdf - Project paper and analysis.
- notebook.ipynp - Jupyter notebook, last executed on full dataset.
- notebook.html - HTML output of notebook.
## Python Libraries
- Keras
- Theano
- OpenCV
## Neural Network Architectures
- VGG-16 https://arxiv.org/pdf/1409.1556
- U-Net https://arxiv.org/pdf/1505.04597