AggNet: Deep Learning From Crowds for Mitosis Detection in Breast Cancer Histology Images.

IEEE Transactions on Medical Imaging(2016)

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摘要
The lack of publicly available ground-truth data has been identified as the major challenge for transferring recent developments in deep learning to the biomedical imaging domain. Though crowdsourcing has enabled annotation of large scale databases for real world images, its application for biomedical purposes requires a deeper understanding and hence, more precise definition of the actual annotat...
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关键词
Biomedical imaging,Crowdsourcing,Noise measurement,Machine learning,Computational modeling,Robustness,Data models
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