MSCS-DeepLN: Evaluating lung nodule malignancy using multi-scale cost-sensitive neural networks.

Xiuyuan Xu,Chengdi Wang,Jixiang Guo,Yuncui Gan,Jianyong Wang,Hongli Bai,Lei Zhang,Weimin Li,Zhang Yi

Medical Image Analysis（2020）

引用 68|浏览129

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摘要

•We provide another solution to solving the small data problem.•We generalize a new AUC surrogate loss to address imbalance issue.•We achieve state-of-the-art results on open source dataset.•A new dataset annotated using biopsy-based cytological analysis is constructed

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关键词

Category imbalance,Small datasets,Neural networks,Lung cancer

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