README.md

---

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](https://arxiv.org/abs/2008.05865) 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](https://github.com/tobran/DF-GAN)