Distinguishing Obstructive Versus Central Apneas in Infrared Video of Sleep Using Deep Learning: Validation Study.
J Med Internet Res. 2020 May 22;22(5):e17252. doi: 10.2196/17252.
J Med Internet Res. 2020.
PMID: 32441656
Free PMC article.
The best-performing model (3D-CNN) obtained 95% accuracy and an F(1) score of 89% in differentiating OA vs CA. CONCLUSIONS: In this study, the first vision-based method was developed that differentiates apnea types (OA vs CA). ...
The best-performing model (3D-CNN) obtained 95% accuracy and an F(1) score of 89% in differentiating OA vs CA. CONCLUSIONS: In this s …