All Projects → wmylxmj → DCGAN-Head-Portrait-Generator

wmylxmj / DCGAN-Head-Portrait-Generator

Licence: other
深度卷积生成对抗网络(DCGAN)—— 动漫妹子头像生成 2018-10-22

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DCGAN-Draw-Faces

深度卷积生成对抗网络(DCGAN)—— 动漫人脸生成 2018-10-22

更新至version8.py

请使用version7.py及其以上版本, version6.py及其以下有错误

DCGAN结构:

训练集下载:

百度网盘: https://pan.baidu.com/share/link?shareid=4213798357&uk=706870674 提取码: g5qa

将图片全部放入faces这个文件夹

faces
---...jpg
---...jpg
---...jpg
---...jpg
-.......

训练推荐使用GPU,能为你带来100倍左右的提速

训练效果:

epoch 1

epoch 2

epoch 4

epoch 8

epoch 16

epoch 32

epoch 64

epoch 128

epoch 256

epoch 360

epoch 365

epoch 375

推荐的超参数:

batchsize 64~128

z dim 90~110

learning rate 0.0002

adam beta1 0.5

leaky relu alpha 0.2

注意:训练可能消耗过多的时间和CPU,GPU资源

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