MIDRC-MetricTree; Cancer monitoring.
Finding methods and metrics for AI/ML performance evaluation.
Last updated July 1, 2024
There are many oncology monitoring tasks for which AI/ML algorithms may be helpful and for which performance will need to be assessed thoroughly and correctly. Here you will find examples of tasks and which branch of the MIDRC-MetricTree to investigate. These tasks include:
Tumor burden assessment in terms of location(s) and extent (branches: detection and localization and segmentation)
Monitoring tumor growth or shrinkage (branch: segmentation)
Estimation of time for tumor to grow certain extent (branch: time-to-event analysis)