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Pic2Recipe--A-yolov8-based-recipe-recommender

P2RExample.mp4

About

Welcome to Pic2Recipe, a one-of-a-kind culinary experience powered by YOLOv8 Object Detection! Say goodbye to the days of staring at a bunch of ingredients without a clue of what to cook. Our advanced AI-driven platform will not only identify the ingredients you have but also suggest mouthwatering recipes tailored to your available food items.

Note:

  1. This version is only for demo purpose, if you are interested in the complete product, please contact us: jess880831@gmail.com.
  2. Since the file was too large, we didn't upload the training images.

File Tree

Please download the files and deposit them as the structure down below
 -Pic2Recipe
    |runs
    |recipe.csv
    |recipe_web.py

Usage

To run the recipe web, please execute the following steps :
1. change the path to Pic2Recipe
cd <The path of Pic2Recipe>
2. open the web
python -m streamlit run recipe_web.py

Application

There are multiple function of this web app such as:

  1. Picture to Recipe: Upload the picture of your ingredients and the app will list all the dished you can cook with those ingredients.
  2. Ingredients to Recipe: Directly enter the ingredients' names to get the recipes.
  3. Dish to Recipe: Enter the name of dish you want to cook, and the app will give you the recipe.

Reference

  1. Redmon, J., Divvala, S., Girshick, R., & Farhadi, A. (2016). You only look once: Unified, real-time object detection. In Proceedings of the IEEE conference on computer vision and pattern recognition (pp. 779-788). https://doi.org/10.48550/arXiv.1506.02640
  2. Ultralytics/Yolov8: https://github.com/ultralytics/ultralytics.git
  3. Training Image Source: https://universe.roboflow.com/bohni-tech/fruits-and-vegi/dataset/13
  4. Recipe data Source: https://icook.com

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