RottenTangerine / Anime-Portrait-Generator

Japanese anime portrait generator by random noise based on DC-GAN

Japanese anime style portrait generator

Dataset: Anime GAN Lite | Kaggle

I manually delete the desktop.ini file

this project is a simple implementation of DC-GAN to generate pictures by random noise.

Sample output

How to use this model

1. configurate the model you want to use in the config.py
2. run generage.py or python generate.py in the terminal

How to train your own model

1. put the dataset you want to generate under ./data folder.
2. configurate the config.py change the argument --dataset to your own dataset path
3. run train.py or python train.py in the terminal

⚠️Note: since normalization operation included, the color style between generate pic and original pic may not same.

Knowing issues 🐛

• The output of the discriminator can be optimized, may improve the networks performance
• It still has mode collapse problems in given model. I will fix it later.