Lightweight preprocessing and template matching facilitate streamlined ischemic myocardial scar classification.

Michael H UdinSara ArmstrongAlice KaiScott DoyleCiprian N IonitaSaraswati PokharelUmesh C Sharma

Published in: Journal of medical imaging (Bellingham, Wash.) (2024)

Our results highlight the effectiveness of LWP and TM in streamlining IMS classification. Anticipated enhancements to LWP's region of interest (ROI) isolation and TM's ROI targeting are expected to boost accuracy, positioning them as a potential alternative to CNNs for IMS classification, supporting the need for further research.

Keyphrases

deep learning
machine learning
randomized controlled trial
systematic review
heart failure
ischemia reperfusion injury
risk assessment
human health
high resolution
brain injury