/ Machine Learning

RSNA Intracranial Hemorrhage Detection

RSNA Intracranial Hemorrhage Detection

RSNA2019_1st_place_solution

This is the source code for the first place solution to the RSNA2019 Intracranial Hemorrhage Detection Challenge. Video with quick overview:

Solutuoin Overview

RSNA2019_1st_place_solution

Dependencies

  • opencv-python==3.4.2
  • scikit-image==0.14.0
  • scikit-learn==0.19.1
  • scipy==1.1.0
  • torch==1.1.0
  • torchvision==0.2.1

code

  • 2DCNN
  • SequenceModel

After single models training, the oof files will be saved in ./SingleModelOutput(three folders for three pipelines).

After training the sequence model, the final submission will be ./FinalSubmission/final_version/submission_tta.csv

Final Submission

Private Leaderboard:

  • 0.04383

GitHub