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Cancer Network
Original article

<![CDATA[10 Abnormality-Focused Two-Phase Deep Learning for Mammographic Lesion Segmentation: Strategies and Limitations]]>

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Summary

A 2-phase U-Net deep learning model trained on abnormality-focused patches achieved 77.8% detection of mammographic lesions on a test set, with perfect detection of large lesions but resolution-dependent performance issues for small abnormalities.

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artificial intelligencedeep learningmedical imagingmammographylesion detectionU-Netresearch

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Published by Cancer Network on July 12, 2026 10:30 PM

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