首页> 外国专利> NEURAL NETWORK TRAINING METHOD AND APPARATUS AND IMAGE GENERATION METHOD AND APPARATUS

NEURAL NETWORK TRAINING METHOD AND APPARATUS AND IMAGE GENERATION METHOD AND APPARATUS

机译:神经网络训练方法和装置和图像生成方法和装置

摘要

A neural network training method and apparatus and an image generation method and apparatus. The method comprises: inputting a first random vector into a generation network to obtain a first generated image (S11); separately inputting the first generated image and a first real image into a discrimination network, to obtain a first discrimination distribution of the first generated image and a second discrimination distribution of the first real image respectively (S12); determining a first network loss of the discrimination network according to the first discrimination distribution, the second discrimination distribution, a preset first target distribution, and a preset second target distribution (S13); determining a second network loss of the generation network according to the first discrimination distribution and the second discrimination distribution (S14); and adversarially training the generation network and the discrimination network according to the first network loss and the second network loss (S15).
机译:神经网络训练方法和装置及图像生成方法和装置。该方法包括:将第一随机向量输入到生成网络中以获得第一生成图像(S11);将第一生成图像和第一实图像单独输入到鉴别网络中,以分别获得第一生成图像的第一判别分布和第一实图像的第二判别分布(S12);根据第一辨别分布确定辨别网络的第一网络丢失,第二辨别分布,预设的第一目标分布和预设的第二目标分布(S13);根据第一辨别分布和第二辨别分布确定生成网络的第二网络丢失(S14);并根据第一网络丢失和第二网络损耗对生成网络和鉴别网络进行前进地训练(S15)。

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