Transfer Style

Web application that transforms images by applying artistic styles using deep learning. Based on the paper Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization.

Prerequisites

• Node.js (v14 or higher)
• Python 3.11
• Conda (Miniconda or Anaconda)

Installation

Backend Setup

cd backend
conda env create -f environment.yml
conda activate transfer-style
uvicorn server:app --reload

Frontend Setup

cd frontend
npm install
npm start

Usage

1. Open http://localhost:3000
2. Upload content image
3. Upload style image
4. Click "Generate"

Tech Stack

• Backend: FastAPI + PyTorch
• Frontend: React + Bootstrap
• Model: AdaIN architecture trained on WikiArt and MSCOCO datasets

Acknowledgments

Based on the work of Huang et al. (ICCV 2017) and uses pre-trained VGG models.