taki0112 / StackGAN-Tensorflow

Simple Tensorflow implementation of "StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks" (ICCV 2017 Oral)

StackGAN — Simple TensorFlow Implementation [Paper]

: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks

Dataset

char-CNN-RNN text embedding

• birds
• flowers

Image

• birds
• flowers

Usage

├── dataset
   └── YOUR_DATASET_NAME
       ├── images
           ├── domain1 (domain folder)
               ├── xxx.jpg (domain1 image)
               ├── yyy.png
               ├── ...
           ├── domain2
               ├── aaa.jpg (domain2 image)
               ├── bbb.png
               ├── ...
           ├── domain3
           ├── ...
       ├── text
           ├── char-CNN-RNN-embeddings.pickle
           ├── filenames.pickle

Train

python main.py --dataset birds --phase train

Test

python main.py --dataset birds --phase test

Results

Author

Junho Kim