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ColonCancerRepo

Introduction:

This is the repo for classify colon cancer image into T1 & T2 or T3 & T4 stages based on MR images.

This project employ the SVM algoritm based on AutoEncoder generated features.

Usage

Install

pip install -r ./requirements

Train

python train.py train_config.yaml

Test

python test.py test_config.yaml

Test on Single Image

python test_api.py test_api_config.yaml

Please refer the source code and config file for more details.

Reference

Wang, Yizhang, et al. "A feature extraction based support vector machine model for rectal cancer T-stage prediction using MRI images." Multimedia Tools and Applications 80.20 (2021): 30907-30917.

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Code provided by Chen Gan

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  • Python 98.8%
  • Dockerfile 1.2%