White Matter Lesion Segmentation for Multiple Sclerosis Patients implementing deep learning

Papadopoulos, Theofilos; Tripoliti, Evanthia E.; Plati, Daphne; Zelilidou, Styliani; Vlachos, Kostas; Konitsiotis, Spiros; Fotiadis, Dimitrios I.

doi:10.1109/embc48229.2022.9871401

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2023

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“… DSC, precision and loss 1st, 2nd ( Sepahvand et al, 2020 ) multi-centric 886 MS T1-w, T2-w, PD-w and FLAIR U-Net skull stripping, b.c., normalisation, MNI reg. AUC, specificity and sensitivity 1st, 2nd ( Papadopoulos et al, 2022 ) 30 MS FLAIR U-Net cropping window on label mask, 0–1 normalisation accuracy, IoU, DSC, precision, recall 1st, 2nd ( Nair et al, 2019 ) multi-centric 1064 MS T2-w, T1-w, PD-w, FLAIR CNN skull stripping, b.c., MNI reg. ROC with TPR/FPR at voxel and lesion level 1st, 2nd ( Rosa et al, 2020 ) 54 MS MP2RAGE and FLAIR U-Net co-reg.…”

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confidence: 99%