anime-face-generator

CSC420 Project: Generate Waifu Faces

Description

This project generates new female anime faces.

File Navigation

StyleGAN_fromScratch.ipynb

Trains StyleGAN neural network from scratch using full body and face dataset. Results stored in notebook are only face. Full body results are available in results/from-scratch-fullbody and results/from-scratch-face

superUNet.py

Super sampler neural network based on Unet

supersample.ipynb

Super sampler using image-super-resolution (source: https://github.com/idealo/image-super-resolution)

transfer_learning.ipynb

Transfer learning for StyleGAN to generate anime faces

results

image results during training from models. Files in the directory are from transfer learning and images generated when using a model trained from scratch are under from-scratch-face and from-scratch-fullbody

test_image.png

Example result from our neural network

Time Lapse of Training

Result