Neural Style Transfer App

Welcome to my Neural Style Transfer App — a Gradio-powered tool where you can blend the content of one image with the artistic style of another in seconds, right from your browser.

Try it live on Hugging Face 👉 Click here

• Upload your content and style images
• Adjust style influence with a slider
• Download the stylized image

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What Does It Do?

It uses a deep learning model based on VGG19 to generate an output image that looks like:

Content Image:

Style Image:

Output Image:

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How It Works:

1. Extracts features from both content and style images using VGG19.
2. Computes a content loss (how different the output is from the content).
3. Computes a style loss (difference in textures/brush strokes using Gram matrices).
4. Minimizes the total loss to generate a stylized image.

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Running Locally (Recommended)

If you want to run it locally:

git clone https://github.com/BROODHONEY/NeuralStyleTransfer.git
cd NeuralStyleTransfer

# Create and activate env
conda create -n style-transfer python=3.10
# Or if you wnat to run it using GPU
conda create -n style-transfer pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia

conda activate style-transfer

# Install dependencies
pip install -r requirements.txt

# Run the app
python app.py