کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6938755 1449964 2018 40 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Deep learning for image-based cancer detection and diagnosis − A survey
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Deep learning for image-based cancer detection and diagnosis − A survey
چکیده انگلیسی
In this paper, we aim to provide a survey on the applications of deep learning for cancer detection and diagnosis and hope to provide an overview of the progress in this field. In the survey, we firstly provide an overview on deep learning and the popular architectures used for cancer detection and diagnosis. Especially we present four popular deep learning architectures, including convolutional neural networks, fully convolutional networks, auto-encoders, and deep belief networks in the survey. Secondly, we provide a survey on the studies exploiting deep learning for cancer detection and diagnosis. The surveys in this part are organized based on the types of cancers. Thirdly, we provide a summary and comments on the recent work on the applications of deep learning to cancer detection and diagnosis and propose some future research directions.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition - Volume 83, November 2018, Pages 134-149
نویسندگان
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