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SJTU-M3DV

Final project for course EE369 in SJTU, implemented in Keras+Tensorflow.

The final submission results are in folder BestResult, including Weight file of the trained model "weights.106.h5" and the forecast file "submit.csv".

Requirements

  • Python 3 (Anaconda2/3.5.0 specifically)
  • Tensorflow-gpu == 2.0.0
  • Keras == 2.3.1

Code Structure

DenseNet.py : Training network, implementation of the paper Densely Connected Convolutional Networks in Keras

data.py : Data processing

train.py : Parameter configuration and training

DenseSharp-master : A parameter-efficient 3D DenseNet-based deep neural network, with multi-task learning the nodule classification labels and segmentation masks.

test.py : Run this file to directly output a submission.csv file for kaggle submission

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