This project aims to, given either (or both) title of a dish or an image of said dish, detect whether or not it contains certain allergens. This starts with just gluten, but will hopefully expand to other allergens.
Please find the packages in requirements.txt. Please add the root of the directory to the python path. If using conda:
- conda install conda-build
- conda develop <root_dir_path>
I have built a dataset myself using BBC Good Food recipes (all with high quality images), by scraping the image and the ingredients. Download https://www.bbc.co.uk/food/sitemap.xml and run src/bbc_good_food_scraper.py to get the data.
The initial dataset can be downloaded from https://www.kaggle.com/pes12017000148/food-ingredients-and-recipe-dataset-with-images. This contains 13,582 food images, along with an ingredient dish and a description of the dish. There is also a dataset AIFood that contains 370,000 food images, however this appears to not be publically available. This dataset was found to be too noisy, with incorrect labels and low quality images.
- [] Add the title of the dish
- [] Detect lactose
Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are greatly appreciated.
If you have a suggestion that would make this better, please fork the repo and create a pull request. You can also simply open an issue with the tag "enhancement". Don't forget to give the project a star! Thanks again!
- Fork the Project
- Create your Feature Branch (
git checkout -b feature/AmazingFeature) - Commit your Changes (
git commit -m 'Add some AmazingFeature') - Push to the Branch (
git push origin feature/AmazingFeature) - Open a Pull Request
Distributed under the MIT License. See LICENSE.txt for more information.