Robustly segmenting quadriceps muscles of ultra-endurance athletes with weakly supervised U-NetDownload PDF

17 Apr 2019 (modified: 05 May 2023)MIDL Abstract 2019Readers: Everyone
Keywords: unet, weakly supervised, medical image segmentation
TL;DR: Segmentation of quadriceps muscle heads with UNet and corrective learning
Abstract: In this study, segmentation of quadriceps muscle heads of ultra-endurance athletes was done using a multi-atlas segmentation and corrective leaning framework where the registration based multi-atlas segmentation step was replaced with weakly supervised U-Net. For the case with remarkably different morphology, our method produced improved accuracy, while reduced signi cantly the computation time.
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