A cascaded fully convolutional network framework for dilated pancreatic duct segmentation.

Chen Shen Holger R RothYuichiro HayashiMasahiro OdaTadaaki MiyamotoGen SatoKensaku Mori

Published in: International journal of computer assisted radiology and surgery (2021)

We investigate an automated framework for dilated pancreatic duct segmentation. The cascade strategy effectively improved the segmentation performance of the pancreatic duct. Our modifications to the FCNs together with random data augmentation and the proposed combined loss function facilitate automated segmentation.

Keyphrases

deep learning
convolutional neural network
artificial intelligence
machine learning
high throughput
neural network