AI-Powered Image Transformation at Your Fingertips
PixelPerfect is a cutting-edge AI-powered image processing application designed to transform your visuals with precision and speed. Built using PyTorch for advanced neural networks, FastAPI for seamless backend integration, and React for a dynamic and responsive user interface, PixelPerfect delivers fast and powerful image enhancements. Whether it's generating captions or summaries or sharpening images, this application offers real-time processing with storage backed by Firebase, ensuring your images are securely stored and easily accessible. PixelPerfect empowers users to achieve high-quality results with minimal effort.
PixelPerfect leverages a range of powerful AI models to provide an enhanced image processing experience. Using the Gemini API, the app creates image summaries and captions through a Hugging Face model, generating detailed and context-aware descriptions of images. For image enhancement, PixelPerfect implements the ESRGAN (Enhanced Super-Resolution Generative Adversarial Network) model, allowing users to upscale and improve image quality with incredible sharpness and detail retention. Additionally, PixelPerfect uses Stable Diffusion for high-quality image generation, offering users the ability to create stunning visuals from text inputs or modify existing images with AI-driven creativity.
Create the project directory.
mkdir pixelperfectMove in to the project directory.
cd clientInstall the required packages for the react application.
npm install
Install the required packages for the model.
pip install -r requirements.txt
Install the appropriate torch version.
pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118
Start the application
uvicorn api:app --reloadcd clientnpm run dev
Please reach out if you find any issues.