Advanced real-time detection of acute ischemic stroke using YOLOv12, YOLOv11, and YOLO-NAS: a comparative study for multi-class classification.

The ANOVA revealed a highly significant difference among the models ( F = 12012.93, \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$p \approx 1.56 \times 10^{-11}$$\end{document} ), indicating that at least one model’s performance differed substantially from the others.

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