Report Supervision

Pedro R. A. S. Bassi

doi:10.1016/j.media.2026.104257

2026-08-20

PRE

DOI：10.1016/j.media.2026.104257

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摘要

En 中文

• 放射学报告直接监督肿瘤分割训练。 • 体积损失和球损失教导分割模型匹配报告中肿瘤的计数、大小和位置进行分割。 • 报告可扩展分割数据集，当掩码较少或较多时。 • R-Super相比仅掩码训练的F1分数和DSC提升最高达+15%。 • R-Super在未见的外部医院和小肿瘤检测方面提升了肿瘤检测性能。

Keyword:

Tumor detection

Tumor segmentation

Radiology reports

Weak supervision

Computed tomography

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Medical Image Analysis

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