Build Your Own Text-to-Image Generator Using Python and AI

Have you ever wanted to transform words into stunning, photorealistic images — all with the power of AI? In this tutorial, we’ll show you how to build your own Text-to-Image Generator using Python and the latest Realistic Vision model, completely offline and with no paid API.

Whether you're building a portfolio project or just experimenting with AI creativity, this is a must-try.

 Project Highlights:

  • Text-to-image and image-to-image generation

  • ✅ Uses the latest Realistic Vision V6.0 (v51 Hyper VAE)

  • ✅ 100% Offline – No API keys or internet needed after setup

  • ✅ Supports both GUI (Tkinter) and Web (Flask) interfaces

  • ✅ Generates high-quality 512x512 PNG images

  • ✅ Progress bar, output path display, and download support


Warning: Unfiltered Image Generation

This project uses unfiltered AI models and disables the safety_checker.
You may generate NSFW (Not Safe For Work), violent, or biased content depending on your prompts.

Use responsibly.
This tool is meant for educational and research purposes only.
Always monitor and moderate outputs before sharing them publicly.


 What is Realistic Vision?

Realistic Vision is one of the most popular and powerful Stable Diffusion models known for its:

  • Hyper-realistic facial rendering

  • High detail in skin, lighting, clothing

  • Outstanding results for both artistic and photographic styles

We're using:
📦 realisticVisionV60B1_v51HyperVAE.safetensors

This version includes Hyper VAE for better detail and contrast in generations.

Model Download

Prerequisites

  • OS: Windows, Linux, or macOS

  • Python: 3.10.x (Recommended)

  • A CUDA-capable GPU (Optional, but highly recommended for faster generation)

  • At least 8GB RAM (16GB+ preferred for stable performance)

  • Git (optional, for cloning)

Step 1: Install Python 3.10

If not already installed, download and install Python 3.10 from:

https://www.python.org/downloads/release/python-3100/

During installation, ensure:

  • "Add Python to PATH" is checked

Step 2: Install Requirements

  • pip install -r requirements.txt

Step 3: Download the Model File

Download the model file manually:

Place the file in your project root (same folder as app.py or gui.py).

Step 4: Run the App

  • python app.py

Download Source Code

Optional if you directly run without Exe file available 4.8 GB

Run EXE Directly – No Setup Needed

Download EXE Version (Includes AI Model)

  • Just double-click the EXE file – no installation required

  • Works offline using your system’s power (no internet or API needed)

  • Supports Text to Image generation

  • Total Size: ~4.8 GB

  • Minimum: 8 GB RAM required for smooth performance

  • 🔗 Download EXE Version