不管是GAN还是VAE,它们的目标基本相似:构建从低维隐变量 Z 重构目标数据 X 的模型。低维隐变量 Z 一般假设服从某些常见的概率分布(比如正态分布),然后训练一个模型 X⌢=g(Z) ,这个模型 g 能够将低维隐变量 Z 预设的概率分布转换到目标数据 X 的概率分布,如下图所示: 概率分布转换 自编码器(Auto-Encoder...
this code is based on pytorch/examples and staturecrane/dcgan_vae_torchThe original artical can be found hereRequirementstorch torchvision visdom (optional) lmdbUsageto start visdom:python -m visdom.server to start the training:usage: main.py [-h] --dataset DATASET --dataroot DATAROOT [--...
GAN小结(BEGAN EBGAN WGAN CycleGAN conditional GAN DCGAN PGGAN VAEGAN),程序员大本营,技术文章内容聚合第一站。
大部分VAE 结构很难生成高清的图片样本, 在图像生成领域的效果不如基于GAN和FLOW 的生成模型, 所以在图...
pytorch实现DCGAN、pix2pix、DiscoGAN、CycleGAN、BEGAN以及VAE https://github.com/sunshineatnoon/Paper-Implementations 标签:pytorch,GAN,VAE,深度学习,deep learning 雪球球 粉丝-18关注 -0 +加关注
A collection of generative methods implemented with TensorFlow (Deep Convolutional Generative Adversarial Networks (DCGAN), Variational Autoencoder (VAE) and DRAW: A Recurrent Neural Network For Image Generation). - Kayusme/TensorFlow-VAE-GAN-DRAW
DCGANVAEThe performance of a Glaucoma assessment system is highly affected by the number of labelled images used during the training stage. However, labelled images are often scarce or costly to obtain. In...doi:10.1007/978-3-030-03493-1_24A Diaz-Pinto...
DCGAN is used to achieve random number to image generation tasks, such as face generation. 使用DCGAN来实现随机数到图片生成任务,比如人脸生成。Click Start Experience 45. Variational Autoencoder (VAE)VAE is used to achieve random number to image generation tasks, such as face generation. 使用VAE来...
A collection of generative methods implemented with TensorFlow (Deep Convolutional Generative Adversarial Networks (DCGAN), Variational Autoencoder (VAE) and DRAW: A Recurrent Neural Network For Image Generation). - GitHub - wanjinchang/TensorFlow-VAE-GA
DeepNude's algorithm and general image generation theory and practice research, including pix2pix, CycleGAN, UGATIT, DCGAN, SinGAN, ALAE, mGANprior, StarGAN-v2 and VAE models (TensorFlow2 implementation). DeepNude的算法以及通用生成对抗网络(GAN,Generativ