项目作者: sumansid

项目描述 :
DCGAN Projects Repository implemented using Keras. (Includes pre-trained model)
高级语言: Jupyter Notebook
项目地址: git://github.com/sumansid/DCGAN-Keras.git
创建时间: 2020-06-16T17:11:10Z
项目社区:https://github.com/sumansid/DCGAN-Keras

开源协议:

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DCGANs (Deep Convolutional Generative Adversarial Networks)

DCGAN Projects Repository implemented using Keras.

1. GAN trained on CIFAR Dataset

Link to implementation

Pretrained-model

Results

download (5)
download (6)

2. CELEB A Face GAN

Link to implementation

Results

final_interpolation
ezgif com-crop

3. Fashion MNIST GAN

Link to implementation

Pretrained-model

Results

generated_fig_015
generated_fig_020

GAN Evaluation :

There are several ways to evaluate the performance of GANs, however there is not a single method that captures all the aspects. Most commonly used methods include :

1. Inception Score :

Link to implementation

2. Frechet Inception Distance (FID) Score :

Link to implementation

Sources :

Dataset

Reference

Gan Hacks - Soumith Chintala