Abstract--A pneumothorax is an abnormal collection of air in the specific pleural space between the lung and the chest wall caused during chest injuries. Such regions are diagnosed by studying X-Ray images containing the affected area. However, the task of segmenting out the affected region becomes cumbersome due to the complex details and multi-dimensional features.
Here is the link of dataset.
Note:Dataset is downloaded using an api.External official link for direct download may be provided by kaggle in future.
Python version used: python 3.6
pip install tensorflow-gpu==1.8
pip install pandas
pip install opencv-python
pip install keras
pip install tqdm
pip install pillow
requirement.sh is included in files for linux installation.
- Mask Rcnn
*accuracy is as per submission using dice-coefficient.. more info here
- Unet implimentation
- Mask Rcnn imlplimenation
- To use other models and architecture
if you are facing trouble in installing python opencv then this may be helpful
apt update && apt install -y libsm6 libxext6 libxrender-dev git unzip apt-get install libxrender1