Standards Publication

Machine Learning Algorithms: Dataset Management Best Practices in Medical Imaging

NEMA MITA JSC 51500 2023 | Status: Active | ID: 101024

This document addresses considerations for evaluating data for quality, fitness, and usability to achieve the intended use , determined by the manufacturer, for an ML imaging device. To that end, the best practices discussed in this document focus on the development and management of good quality datasets.

Published Date: October 20, 2023

Number of pages: 15

Staff Contact: Zack Hornberger

Download Standard

Terms & Conditions
To display, copy and/or download a copy of the document you have requested, NEMA's permission is subject to the following terms and conditions, which you must agree to by clicking on the "I Accept" button below:

  1. I agree not to alter the publication in any way and agree not to change its electronic format.
  2. I agree not to sell or offer for sale the publication for a price or any other consideration.
  3. I agree not to display the publication on a public website or distribute the publication from a public website.
  4. I acknowledge that the copyright to this document belongs to the National Electrical Manufacturers Association (NEMA), and that said copyright owner may revoke its permission or modify any of the foregoing terms and conditions at any time.
  5. I have read NEMA's  Privacy Policy and voluntarily consent to the collection, storage, and use of my personal data provided to NEMA as described in the Privacy Policy.

Keywords

ARTIFICIAL INTELLIGENCE, DATA MANAGEMENT, MACHINE LEARNING, BEST PRACTICES