关键词: 生物医学, 深度学习, 卷积神经网络, 图像处理

Abstract:

The rapid development of the biomedical imaging techniques has caused rapid explosion of imaging information. Computer-assisted analysis of biomedical images has therefore become a research field with urgent needs. In recent years, deep learning, especially convolutional neural network, is widely used in biomedical image analysis. It plays an increasingly important role in the extraction and analysis of biomedical image information, such as cell segmentation and classification, physiological and pathological image segmentationand detection. Firstly, the development of convolutional neural network and other related techniques is briefly reviewed. Then it focuses on the application of convolutional neural networks in cell biology image and medical image. At last, the existing issues and potential directions in related fields are discussed.

Key words: biomedical science, deep learning, convolutional neural networks, image processing