2026-10-14T03:53:50Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34025749 2026-09-29T17:25:15Z category_7 category_21 category_61 category_64 category_106 portal_5 item_type_1 month_year_09_2026

<p>Performance metrics utilised across the studies (Matthews Correlation Coefficient (MCC), Fowlkes-Mallows Index (FMI), Area Under Curve (AUC), Receiver Operating Curve (ROC), Dice Similarity Coefficient (DSC), Jaccard Index (JI), Intersection Over Union (IOU), Average Distance (AD), Average Surface Distance (ASD), Average Symmetric Surface Distance (ASSD).</p> Sinling Tiffany Yu (25138201) Zahra Amini (2034757) Shereen Fouad (4633552) Jan Novak (156878) Antonio Fratini (3373664) Medicine Biotechnology Developmental Biology Cancer Science Policy two assessed inter prior systematic review first comprehensive review congenital heart disease cardiac structures segmentation cardiac ct segmentation advanced hybrid resnet 2004 &# 8211 chd ct segmentation 8 studies ). 12 studies variants dominated unet architecture training approach strong baseline small datasets six databases remains underexplored remain limited rater variability model description missing data medical imaging inclusion criteria ieee xplore highlights challenges evaluation methods evaluated using emerging domain deep learning clinical evaluation clinical co based model assesses quality artificial intelligence achieved utilising 945 ). 2025 ). <p>Performance metrics utilised across the studies (Matthews Correlation Coefficient (MCC), Fowlkes-Mallows Index (FMI), Area Under Curve (AUC), Receiver Operating Curve (ROC), Dice Similarity Coefficient (DSC), Jaccard Index (JI), Intersection Over Union (IOU), Average Distance (AD), Average Surface Distance (ASD), Average Symmetric Surface Distance (ASSD).</p> 2026-09-29T17:40:32Z Image Figure 10.1371/journal.pone.0357600.g003 https://figshare.com/articles/figure/_p_Performance_metrics_utilised_across_the_studies_Matthews_Correlation_Coefficient_MCC_Fowlkes-Mallows_Index_FMI_Area_Under_Curve_AUC_Receiver_Operating_Curve_ROC_Dice_Similarity_Coefficient_DSC_Jaccard_Index_JI_Intersection_Over_Union_IOU/34025749 CC BY 4.0