Transformer-based Deep Neural Network for Breast Cancer Classification on Digital Breast Tomosynthesis Images.

Weonsuk Lee, Hyeonsoo Lee,Hyunjae Lee, Eun Kyung Park,Hyeonseob Nam,Thijs Kooi

Radiology. Artificial intelligence（2023）

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摘要

A transformer-based deep neural network using data from neighboring sections improved breast cancer classification performance compared with a per-section baseline model and was more efficient than a model using 3D convolutions. Breast, Tomosynthesis, Diagnosis, Supervised Learning, Convolutional Neural Network (CNN), Digital Breast Tomosynthesis, Breast Cancer, Deep Neural Networks, Transformers © RSNA, 2023.

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关键词

digital breast tomosynthesis images,breast cancer classification,deep neural network,deep neural,neural network,transformer-based

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