Semi-supervised graph convolutional networks for the domain adaptive recognition of thyroid nodules in cross-device ultrasound images.

Kun Zhang,Zhongyu Li,Chang Cai, Jingyi Liu,Dou Xu,Chaowei Fang,Peng Huang,Ying Wang, Meng Yang,Shi Chang

Medical physics（2023）

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摘要

The developed Semi-GCNs-DA framework can effectively recognize thyroid nodules on different ultrasound devices. The developed semi-supervised GCNs can be further extended to the domain adaptation problems for other modalities of medical images.

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关键词

computed-aided diagnosis,domain adaptation,graph convolutional networks,semi-supervised learning,thyroid nodules

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