nodedetection_ucla_bagging


Logo for nodedetection_ucla_bagging

About

Creator:

User Mugshot Flute 

Contact email:
Version:
191a6fd2-9ef4-4528-80e6-825981ed2f89
Last updated:
Jan. 23, 2022, 10:34 a.m.
Inputs:
  • Generic Medical Image 
Outputs:
  • Nodules  (Bounding boxes of nodules in chest radiographs.)

Challenge Performance

Date Challenge Phase Rank
Jan. 23, 2022 NODE21 Detection Track (Experimental test set) 18
Jan. 25, 2022 NODE21 Now Closed. [Detection Track (Final Test Set), publication only] 3

Model Facts

Summary

NODE21 DETECTION ALGORITHM

Mechanism

2-STAGE MASKRCNN DETECTION COMBINED WITH WINDOWING AGGREGATION

Validation and Performance

Uses and Directions

This algorithm was developed for research purposes only.

Warnings

Common Error Messages

Information on this algorithm has been provided by the Algorithm Editors, following the Model Facts labels guidelines from Sendak, M.P., Gao, M., Brajer, N. et al. Presenting machine learning model information to clinical end users with model facts labels. npj Digit. Med. 3, 41 (2020). 10.1038/s41746-020-0253-3