🚀 Food Category Classification v2.0
This is an updated food category image classifier model that can accurately recognize 12 different food categories, helping food - related platforms better manage their content.
🚀 Quick Start
This is an updated Food Category Image Classifier model of the old model. It has been trained by Kaludi to recognize 12 different categories of foods, including Bread, Dairy, Dessert, Egg, Fried Food, Fruit, Meat, Noodles, Rice, Seafood, Soup, and Vegetable. By analyzing the visual features of a food image, it can accurately classify the image into one of these categories.
This model can be used by food bloggers, restaurants, and recipe websites. They can quickly categorize and sort their food images, which makes it easier to manage their content and provides a better user experience.
Gradio
This model supports a Gradio Web UI to run the data - food - classification model:
📚 Documentation
Validation Metrics
| Property |
Details |
| Problem type |
Multi - class Classification |
| Model ID |
3353292434 |
| CO2 Emissions (in grams) |
12.4563 |
| Loss |
0.144 |
| Accuracy |
0.960 |
| Macro F1 |
0.959 |
| Micro F1 |
0.960 |
| Weighted F1 |
0.959 |
| Macro Precision |
0.962 |
| Micro Precision |
0.960 |
| Weighted Precision |
0.962 |
| Macro Recall |
0.960 |
| Micro Recall |
0.960 |
| Weighted Recall |
0.960 |
Tags
- vision
- image - classification
Datasets
- Kaludi/food - category - classification - v2.0
Widget
- [Bread](https://www.foodandwine.com/thmb/gv06VNqj1uUJHGlw5e7IULwUmr8=/1500x0/filters:no_upscale():max_bytes(150000):strip_icc()/2012 - r - xl - vegetable - sandwich - with - dill - sauce - 2000 - 0984c1b513ae4af396aee039afa5e38c.jpg)
- [Dairy](https://cdn.britannica.com/34/176234 - 050 - 0E0C55C6/Glass - milk.jpg)
- [Dessert](https://images - gmi - pmc.edge - generalmills.com/7c1096c7 - bfd0 - 4806 - a794 - 1d3001fe0063.jpg)
- [Egg](https://theheirloompantry.co/wp - content/uploads/2022/06/how - to - fry - eggs - perfectly - in - 4 - ways - the - heirloom - pantry.jpg)
- [Fried Food](https://www.mashed.com/img/gallery/the - real - reason - fried - foods - are - so - popular - right - now/l - intro - 1650327494.jpg)
- [Meat](https://www.seriouseats.com/thmb/WzQz05gt5witRGeOYKTcTqfe1gs=/1500x0/filters:no_upscale():max_bytes(150000):strip_icc()/butter - basted - pan - seared - steaks - recipe - hero - 06 - 03b1131c58524be2bd6c9851a2fbdbc3.jpg)
- Seafood
- [Vegetable](https://i0.wp.com/post.healthline.com/wp - content/uploads/2020/03/romaine - lettuce - 1296x728 - body.jpg?w = 1155&h = 1528)
CO2 Emissions
The CO2 emissions of this model is 12.456278925446485.
%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%23061b40;%20}%20.st1%20{%20fill:%20%23306af1;%20}%20.st2%20{%20fill:%20%235ce5cf;%20}%20%3c/style%3e%3c/defs%3e%3cg%3e%3cpath%20class='st0'%20d='M55,10.5h9v3h-9v9h12V7.5h-12v3ZM64,19.5h-6v-3h6v3Z'/%3e%3cpolygon%20class='st0'%20points='69%2016.5%2078%2016.5%2078%2019.5%2069%2019.5%2069%2022.5%2081%2022.5%2081%2013.5%2072%2013.5%2072%2010.5%2081%2010.5%2081%207.5%2069%207.5%2069%2016.5'/%3e%3cpolygon%20class='st0'%20points='95%2010.5%2095%207.5%2083%207.5%2083%2022.5%2095%2022.5%2095%2019.5%2086%2019.5%2086%2016.5%2095%2016.5%2095%2013.5%2086%2013.5%2086%2010.5%2095%2010.5'/%3e%3cpath%20class='st0'%20d='M40,1.5v21h11.6l1.4-1.4v-7.6h0c0,0-1.4-1.5-1.4-1.5l1.4-1.4V2.9l-1.4-1.4h-11.6ZM50,19.5h-7v-6h7v6ZM50,10.5h-7v-6h7v6Z'/%3e%3c/g%3e%3cpath%20class='st1'%20d='M23.1,24L14.7,4.8l-4.9,11.2h3.8l-1.8,4H3.3L12.1,0H2C.9,0,0,.9,0,2v20c0,1.1.9,2,2,2h21.1Z'/%3e%3cpath%20class='st2'%20d='M34,0h-16.8l10.6,24h6.2c1.1,0,2-.9,2-2V2C36,.9,35.1,0,34,0ZM32.5,20h-4V4h4v16Z'/%3e%3c/svg%3e)
