Large scale deep learning for computer aided detection of mammographic lesions
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- 作者：Thijs Kooi ; a ; thijs.kooi@radboudumc.nl" class="auth_mail" title="E-mail the corresponding author ; email@thijskooi.com" class="auth_mail" title="E-mail the corresponding author ; Geert Litjensa ; Bram van Ginnekena ; Albert Gubern-Mé ; ridaa ; Clara I. Sá ; ncheza ; Ritse Manna ; Ard den Heetenb ; Nico Karssemeijera
- 关键词：Computer aided detection ; Mammography ; Deep learning ; Machine learning ; Breast cancer ; Convolutional neural networks
- 刊名：Medical Image Analysis
- 出版年：2017
- 出版时间：January 2017
- 年：2017
- 卷：35
- 期：Complete
- 页码：303-312
- 全文大小：2491 K
文摘
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A system based on deep learning is shown to outperform a state-of-the art CAD system.
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Adding complementary handcrafted features to the CNN is shown to increase performance.
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The system based on deep learning is shown to perform at the level of a radiologist.