“…Traditional image based methodologies including thresholding, region growing, region restricted, active contours (Dakua & Sahambi, 2011a, 2011bDe Alexandria et al, 2014), graph-cut (Dakua, 2014), and such other methods provide good accuracy, but show incapability to determine the ventricular surfaces in all cardiac phases (Ciyamala Kushbu & Inbamalar, 2021). Numerous absolutely distinct principles have also been used previously including deformable models (Beltran, Atehortúa, & Romero, 2020;Cordero-Grande et al, 2011) which improve the robustness and certainty of left ventricle, random forests to automatically select the discriminative features for LV segmentation. Segmentation was even considered as tracking the cardiac dynamics.…”