Deep learning for head and neck semi-supervised semantic segmentation.

Shunyao LuanYi DingJiakang ShaoBing ZouXiao YuNannan QinBenpeng ZhuWei WeiXudong Xue

Published in: Physics in medicine and biology (2024)

The CD-OPC method successfully mitigates domain shift and prevents network collapse. In addition, it enhances the network's perceptual abilities, and generates more reliable predictions, thereby further addressing the confirmation bias issue.

Keyphrases

deep learning
machine learning
convolutional neural network
artificial intelligence
working memory
radiation induced
radiation therapy