During AtheroRisk, we conducted a study, where we trained and tested a pre-released DL segmentation model in automated carotid plaque annotation in 2D B-Mode ultrasound images. Importantly, we emphasized in image standardization and its contribution to reproducible and reliable plaque type (I to V) segmentations, which overall witnessed improvements when…