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
left ventricular
cancer therapy
ischemia reperfusion injury
oxidative stress
drug delivery
risk assessment
atrial fibrillation
high resolution
cerebral ischemia
tandem mass spectrometry