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U-Net-Implementation

"U-Net: Convolutional Networks for Biomedical Image Segmentation" by Olaf Ronneberger, Philipp Fischer and Thomas Brox

Paper: https://arxiv.org/pdf/1505.04597.pdf

Architecture

U-Net Architecture

Soon

GPU POOR !!!

Didn't train cause I don't have a powerful GPU. But the architecture is there for playing.

Info

Run script below to checkout the model informations.

python info.py

U-Net Information

Usage

Before running the script, place your data directory location for both train and test data in root_dir="{DIR}" here at dataloader.py

python train.py --epochs 100

Citation

@misc{ronneberger2015unetconvolutionalnetworksbiomedical,
      title={U-Net: Convolutional Networks for Biomedical Image Segmentation}, 
      author={Olaf Ronneberger and Philipp Fischer and Thomas Brox},
      year={2015},
      eprint={1505.04597},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/1505.04597}, 
}