animal protection association: Perform automatic image indexing

This project intends to provide a python application , which allow to animals protection association to detect dogs' breed based on their images provided by their owners. We had tested two approaches : classical approach with features extractions, bags of visual words and traditional machine learning classifiers. Modern approach, wich consist to use cnn and transfer learning.

Built With 🔨

Python
Scikit-Learn
Deep learning
Keras
transfer learning (vgg16)
openCV
SIFT features extractors

Project presentation

Live Demo Link

Install

To get a local copy up and running follow these simple example steps.

Open terminal
Clone this project by the command:

$ git clone git@github.com:Taher-web-dev/Perform-automatic-image-indexing.git

Then go to the main folder using the next command:

$ cd Perform-automatic-image-indexing

Prerequisites

IDE to edit and run the code (We use Jupyter Notebook 🔥).
Git to versionning your work.

Usage

Data scientist practioner
For anyone interested by computer vision topics.

Authors

👤 Taher Haggui

GitHub: @TaherHaggui
LinkedIn: @TaherHaggui

🤝 Contributing

Contributions, issues, and feature requests are welcome!

Show your support

Give a ⭐️ if you like this project!

Acknowledgments

Openclassroom 💘 (https://openclassrooms.com/fr/)
CentraleSupelec 💘(https://www.centralesupelec.fr/)
My family's support 🙌

📝 License

This project is Openclassroom licensed.

taher-software/Perform-automatic-image-indexing