README.md

metadata

title: DF-GAN Bird Image Generator
emoji: 🐦
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 3.50.0
app_file: app.py
pinned: false
license: cc-by-nc-sa-4.0

DF-GAN Bird Image Generator

This application uses the DF-GAN (Deep Fusion GAN) model to generate bird images based on text descriptions. Just enter a description of a bird, and the model will generate a realistic image that matches your description.

About the Model

This application uses the pre-trained bird model from the DF-GAN: A Simple and Effective Baseline for Text-to-Image Synthesis paper (CVPR 2022). DF-GAN is a text-to-image synthesis model that can generate high-quality images from textual descriptions.

How to Use

1. Enter a description of a bird in the text box (e.g., "a yellow bird with a black head")
2. Choose how many images you want to generate (1-4)
3. Optionally, set a random seed for reproducible results
4. Click "Generate Image" button
5. View the generated bird images that match your description

Examples

Try these example descriptions:

• "this bird has an orange bill, a white belly and white eyebrows"
• "a small bird with a red head, breast, and belly and black wings"
• "this bird is yellow with black and has a long, pointy beak"
• "this bird is white in color, and has a orange beak"

Implementation Details

This application uses the following components:

• DF-GAN architecture for text-to-image synthesis
• DAMSM text encoder for embedding text descriptions
• Gradio for the web interface

Credits

This implementation is based on the official DF-GAN repository: tobran/DF-GAN