3D肝脏分割-使用GAN实现3D肝脏Liver分割算法-附项目源码-优质项目实战.zip

# 3D Medical Segmentation GAN ### 3D Liver Segmentation with GAN #### This project created under `Koç University Summer Research Program` ## Architecture: <img src="Assets/Model.png" width="600"> `Input Shape: n x 128 x 128 x 128`<br/> `Output Shape: n x 128 x 128 x 128` In this project we purpose to segmentation medical scans without unsuccessful loss functions in segmentation area like `Mean Squared Error` (not useful for segmentation) or `Dice Coefficient` (using for area comparison but not useful for gradient descent optimization function) and for benefit the best use of `GAN` algorithmic logic. ### ! Project and Documentations are under construction! #### Currently Used Dataset: [DEU Liver Segmentation Dataset](https://eee.deu.edu.tr/moodle/mod/page/view.php?id=7872) # For Users ### Segmentation Scans: `python3 predict.py <Scan_files_path>` # For Developers ### Processing Dataset: `python3 get_dataset.py` ### Model Training: `python3 train.py` # Important Notes - Used Python 3.6.0 with Anaconda - Install necessary modules with `sudo pip3 install -r requirements.txt` command. - Load CUDNN(used `cudnn/7.0.5/cuda-9.0` for this project) module before training.