An Augmentation Strategy for Medical Image Processing Based on Statistical Shape Model and 3D Thin Plate Spline for Deep Learning

At present, deep learning has been widely adopted in medical image processing. However, the current deep neural networks depend on a large number of labeled training data, but medical images segmentation tasks often suffer from the problem of small quantity of labeled data because labeling medical i...

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Veröffentlicht in:IEEE access 2019, Vol.7, p.133111-133121
Hauptverfasser: Tang, Zhixian, Chen, Kun, Pan, Mingyuan, Wang, Manning, Song, Zhijian
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Sprache:eng
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