生成对抗网络在医学图像转换领域的应用

常晓,蔡昕,杨光,聂生东

Applications of Generative Adversarial Networks in Medical Image Translation

Xiao CHANG,Xin CAI,Guang YANG,Sheng-dong NIE

图6 (a) 利用GAN进行大脑磁共振图像的增广[43]；(b)脑肿瘤检测中基于条件PGGAN的磁共振数据增广[44]；(c)脑肿瘤检测中融合了噪声-图像GAN和图像-图像GAN的磁共振数据增广[45]

Fig.6 (a) GAN-based synthetic brain MR image augmentation[43]; (b) PGGAN-based brain MRI data augmentation for better tumor detection[44]; (c) Brain MR image augmentation based on combining noise-to-image and image-to-image GANs in tumor detection[45]