Convolutional neural network-based model observer for signal known statistically task in breast tomosynthesis images.

Medical physics（2023）

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摘要

In this work, we proposed a CNN-based model observer for SKS and BKS detection tasks in breast tomosynthesis images. Throughout the study, we demonstrated that the detection performance of the proposed CNN-based model observer was superior to that of the HO.

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关键词

Hotelling observer,breast tomosynthesis images,convolutional neural network,pixel-wise gradient-weighted class activation mapping,signal known statistically

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