Ultrasound carotid plaque segmentation via image reconstruction-based self-supervised learning with limited training labels.
Zhou R, Ou Y, Fang X, Azarpazhooh MR, Gan H, Ye Z, Spence JD, Xu X, Fenster A.
Zhou R, et al.
Math Biosci Eng. 2023 Jan;20(2):1617-1636. doi: 10.3934/mbe.2023074. Epub 2022 Nov 3.
Math Biosci Eng. 2023.
PMID: 36899501
Free article.
Carotid total plaque area (TPA) is an important contributing measurement to the evaluation of stroke risk. ...Compared to the baseline networks, IR-SSL improved the segmentation performance when trained on few labeled images (n = 10, 30, 50 and 100 subjects). ...
Carotid total plaque area (TPA) is an important contributing measurement to the evaluation of stroke risk. ...Compared to the baselin …