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--- |
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title: neural-style-tf-deepdreaming |
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emoji: 🖼️↔️🖼️🤖 |
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colorFrom: blue |
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colorTo: pink |
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sdk: gradio |
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sdk_version: "4.12.0" |
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app_file: app.py |
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pinned: false |
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--- |
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# Combining Images with Deep Dreaming and Style Transfer |
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This project is an experimental application v1.0 that combines two images using Deep Dreaming and Style Transfer techniques to create unique and visually appealing results. |
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## Project Overview |
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This application allows users to upload two images and adjust parameters to combine them using Deep Dreaming (a technique that amplifies patterns in images using a convolutional neural network) and Style Transfer (which applies the style of one image to another using a neural network). The interface provides sliders to adjust the weight of each image, the density of the style, and the sharpness of the content image. |
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## Technical Details |
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The project utilizes the following technologies: |
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- **Neural Style Transfer**: Implemented using TensorFlow and a pre-trained model from TensorFlow Hub. |
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- **Deep Dreaming**: Utilizes a pre-trained VGG19 model from PyTorch to extract and amplify image features. |
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- **Gradio**: Provides an interactive web interface for users to upload images and adjust parameters. |
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## License |
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ecl |
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## Developer Information |
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Developed by Ramon Mayor Martins, Ph.D. (2024) |
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- Email: [email protected] |
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- Homepage: https://rmayormartins.github.io/ |
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- Twitter: @rmayormartins |
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- GitHub: https://github.com/rmayormartins |
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## Acknowledgements |
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Special thanks to Instituto Federal de Santa Catarina (Federal Institute of Santa Catarina) IFSC-São José-Brazil. |
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## Contact |
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For any queries or suggestions, please contact the developer using the information provided above. |
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