kgirls-stylegan / README.md
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---
tags:
- stylegan
- image-generation
- deep-learning
- ai
library_name: tensorflow
license: mit
model-index:
- name: StyleGAN K-Girl
results: []
---
# StyleGAN K-Girl Image Generation
## Overview
This project involves training a **StyleGAN** model to generate high-quality images of K-girls (Korean-style female faces). The dataset is curated to capture the distinct aesthetic features common in K-girl images, and StyleGAN is used to create photorealistic outputs.
## Dataset
- The dataset consists of high-resolution images of K-girls.
- Images are preprocessed and resized to fit StyleGAN's input requirements.
- Data augmentation techniques such as flipping and color adjustments are applied.
## Model Training
- **Framework**: TensorFlow with NVIDIA StyleGAN implementation.
- **Hardware**: Trained using NVIDIA Tesla T4 GPU.
- **Loss Function**: Uses non-saturating GAN loss with R1 regularization.
- **Training Duration**: Depends on the dataset size and computing power.