关于深度学习在医学成像应用的有关应用文献
时间: 2023-07-04 11:25:34 浏览: 259
深度学习在医学图像识别中的应用研究.pdf
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以下是几篇深度学习在医学成像应用方面的应用文献,供参考:
1. Hoo-Chang Shin, Hwanjo Yu, and Byung-Jun Yoon. Medical Image Synthesis for Data Augmentation and Anonymization Using Generative Adversarial Networks. In IEEE Transactions on Information Technology in Biomedicine, vol. 21, no. 3, pp. 590-598, May 2017. DOI: 10.1109/TITB.2017.2658763.
2. Ronneberger O, Fischer P, Brox T. U-Net: Convolutional Networks for Biomedical Image Segmentation. In International Conference on Medical Image Computing and Computer-Assisted Intervention, pp. 234-241, October 2015. Springer, Cham. DOI: 10.1007/978-3-319-24574-4_28.
3. Litjens G, Kooi T, Bejnordi BE, et al. A Survey on Deep Learning in Medical Image Analysis. In Medical Image Analysis, vol. 42, pp. 60-88, May 2017. DOI: 10.1016/j.media.2017.07.005.
4. Wang G, Li W, Zuluaga MA, et al. Interactive Medical Image Segmentation Using Deep Learning With Image-Specific Fine Tuning. In IEEE Transactions on Medical Imaging, vol. 37, no. 7, pp. 1562-1573, July 2018. DOI: 10.1109/TMI.2018.2806309.
5. Zhang J, Xie Y, Xia Y, et al. Deep Learning-Based Classification of Lung Cancer Using 3D Convolutional Neural Networks. In IEEE Transactions on Medical Imaging, vol. 37, no. 8, pp. 1865-1873, August 2018. DOI: 10.1109/TMI.2018.2803390.
这些文献涵盖了深度学习在医学成像领域的应用,包括医学图像合成、图像分割、图像分类等任务,可以为深度学习在医学成像应用方面的研究提供参考。
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