nodedetection_ucla_bagging


Logo for nodedetection_ucla_bagging

About

Creator:

User Mugshot Flute 

Contact email:
Image Version:
191a6fd2-9ef4-4528-80e6-825981ed2f89
Last updated:
Jan. 23, 2022, 10:34 a.m.

Interfaces

This algorithm implements all of the following input-output combinations:

Inputs Outputs
1
  • Generic Medical Image (Image)
  • Nodules (Multiple 2D bounding boxes)
  • 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