With only four labeled volumes, adding boundary prediction as an auxiliary task raises left atrium segmentation Dice from 0.587 to 0.774, exceeding semi-supervised baselines that have access to only four unlabeled volumes.
Biotechnology Reports22, e00321 (2019)
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BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes
With only four labeled volumes, adding boundary prediction as an auxiliary task raises left atrium segmentation Dice from 0.587 to 0.774, exceeding semi-supervised baselines that have access to only four unlabeled volumes.