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https://github.com/mehassanhmood/neural-style-transfer
VGG19 --> Neural Style Transfer
https://github.com/mehassanhmood/neural-style-transfer
computer-vision deep-learning neural-style-transfer vgg19
Last synced: 17 days ago
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VGG19 --> Neural Style Transfer
- Host: GitHub
- URL: https://github.com/mehassanhmood/neural-style-transfer
- Owner: mehassanhmood
- Created: 2024-03-30T03:01:05.000Z (9 months ago)
- Default Branch: main
- Last Pushed: 2024-04-08T01:29:46.000Z (9 months ago)
- Last Synced: 2024-04-08T02:42:30.705Z (9 months ago)
- Topics: computer-vision, deep-learning, neural-style-transfer, vgg19
- Language: Jupyter Notebook
- Homepage:
- Size: 28.6 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Toronto Cityscape with Van Gogh's Starry Night - Neural Style Transfer
![Toronto Cityscape with Van Gogh's Starry Night](Generated-Images/combination_image_at_iteration_500.png)
## Overview
This project combines the iconic cityscape of Toronto with the timeless beauty of Vincent van Gogh's Starry Night painting using neural style transfer techniques. By fine-tuning the VGG-19 neural network architecture, we were able to apply the artistic style of Starry Night to the Toronto cityscape image, creating a unique and visually captivating result.
## Prerequisites
Before running this project, ensure you have the following dependencies installed:
- Python 3.x
- TensorFlow
- Keras
- NumPy
- OpenCV
- PIL
## Usage1. **Clone the Repository:**
```bash
git clone https://github.com/your_username/your_project.git](https://github.com/mehassanhmood/Neural-Style-Transfer.git
```2. **Navigate to the Project Directory:**
```bash
cd your_project
```3. **Pass the image paths to the Neural Style Transfer Notebook:**
Replace `toronto_cityscape.jpg` with your Toronto cityscape image and `starry_night.jpg` with your Van Gogh's Starry Night image. Adjust the output code block to specify the name of the styled output images.
4. **View the Result:**
Once the script finishes execution, you can find the styled output image in the project directory.
## Credits
- Vincent van Gogh for his masterpiece, Starry Night.
- [University of Oxford's Visual Geometry Group (VGG)](https://www.robots.ox.ac.uk/~vgg/) for providing the VGG-19 model.## License
This project is licensed under the [MIT License](LICENSE).