Participation on the DBT Challenge http://spie-aapm-nci-dair.westus2.cloudapp.azure.com/competitions/4 from the VICOROB research group (University of Girona, Spain).
Contact: Robert Marti, robert.marti@udg.edu
Using functions from duke-dbt-data
https://github.com/MaciejMazurowski/duke-dbt-data
- pre_process_rm.ipynb
Pre-processing of DBT images to generate 2D slices and bounding boxes to be trained in detectron
- DBT_detectron.ipynb
Implementation of detectron training with the OMIDB and DBT dataset
- inference_DBT.ipynb
Inference of new images (validation provided in the web page)
dcmread_image.ipynb
notebook shows how to read image data from a DICOM file in the coordinate system that maches the ground truth bounding boxes.
draw_box.ipynb
notebook shows how to draw a bounding box on the image.
To use helper functions from the notebooks, simply copy the duke_dbt_data.py
file to your project.