SIIM-ACR Pneumothorax Segmentation

Team Members

• Erin Hu
• Bhanujeet Chaudhary
• Tracy Adams
• Shashi Gharti

Weekly Plans

[x] Week 1

• Study CNN Models(All the steps involved) -- incontext of pytorch (http://course18.fast.ai/lessons/lesson2.html)
• learn the concept Overfitting - we have to minimize this while training our modeld(http://course18.fast.ai/lessons/lesson3.html)
• Hyperparameter Tuning

[x] Week 2 (https://github.com/shashigharti/secure-ai/wiki/Week2)

• Convert DCM Format to jpeg or other image types: https://www.kaggle.com/onealbao/dicom-to-jpeg-conversion-kernel
• Getting Started: A reference model framework for getting started on this dataset can be reviewed. https://www.kaggle.com/juliaelliott/siim-reference-model

Week 3

• Study CNN Models(All the steps involved) -- incontext of pytorch (http://course18.fast.ai/lessons/lesson2.html
• Learn the concept Overfitting - we have to minimize this while training our modeld(http://course18.fast.ai/lessons/lesson3.html)
• Hyperparameter Tuning