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Thyroid nodule segmentation in ultrasound images using transformer models with masked autoencoder pre-training.

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第一作者： Yi,Xiang

第一单位： Office of Insights & Analytics, Division of Digital Strategy, SingHealth, Singapore, Singapore.

作者： Yi,Xiang ^[1] ; Rajendra,Acharya ^[2] ; Quan,Le ^[3] ; Jen Hong,Tan ^[3] ; Chiaw-Ling,Chng ^[4]

作者单位： Office of Insights & Analytics, Division of Digital Strategy, SingHealth, Singapore, Singapore. ^[1] School of Mathematics, Physics and Computing, University of Southern Queensland, Springfield Central, QLD, Australia. ^[2] Data Science and Artificial Intelligence Lab, Singapore General Hospital, Singapore, Singapore. ^[3] Department of Endocrinology, Singapore General Hospital, Singapore, Singapore. ^[4]

关键词 Masked Autoencoder self-supervised learning thyroid nodule segmentation transformer-based network ultrasound imaging

DOI 10.3389/frai.2025.1618426

PMID 40777517

发布时间 2025-08-10

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Thyroid nodule segmentation in ultrasound images using transformer models with masked autoencoder pre-training.

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Thyroid nodule segmentation in ultrasound images using transformer models with masked autoencoder pre-training.

Frontiers in artificial intelligence

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