Food Classification Models ML Frameworks

Deep learning projects for classifying food images into specific categories using CNNs, transfer learning, and pre-trained architectures. Does NOT include general image classification, kitchenware/non-food item classification, ingredient recognition, nutrition analysis, or recipe/restaurant recommendation systems.

There are 36 food classification models frameworks tracked. 3 score above 50 (established tier). The highest-rated is stratospark/food-101-keras at 51/100 with 712 stars.

Get all 36 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=food-classification-models&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	stratospark/food-101-keras Food Classification with Deep Learning in Keras / Tensorflow	51	Established	712	Jupyter Notebook
2	lannguyen0910/food-recognition 🍔🍟🍗 Food analysis baseline with Theseus. Integrate object detection, image...	50	Established	368	Python
3	npatta01/web-deep-learning-classifier Deep Learning model to classify food (Web App)	50	Established	135	Jupyter Notebook
4	ph1ps/Food101-CoreML A CoreML model which classifies images of food	47	Emerging	154	Swift
5	stratospark/food-101-mobile Deep Learning Food Classifier for iOS using Keras and Tensorflow	45	Emerging	97	Jupyter Notebook
6	npatta01/mobile-deep-learning-classifier Tutorial on building and deploying a Mobile Deep Learning Classifier for food	44	Emerging	66	TypeScript
7	gauravreddy08/food-vision An end-to-end CNN Image Classification Model which identifies the food in your image	39	Emerging	21	Jupyter Notebook
8	gmurro/food-recognition Image-based food segmentation for Deep Learning class at @UNIBO	35	Emerging	14	Jupyter Notebook
9	K1rsN7/Mushroom_Guide :mushroom: Chat bot for recognizing edible mushrooms.	33	Emerging	45	Jupyter Notebook
10	stressGC/food-deep-learning-detection Deep learning project based on the Inception v2 model. Recognises 21...	32	Emerging	5	JavaScript
11	darkangrycoder/food_classifier_model A food classifier model that will help you to enjoy various kinds of foods...	30	Emerging	1	Jupyter Notebook
12	Riyuze/mushroom-classification An image classification project which detects different kinds of mushroom species.	29	Experimental	12	Jupyter Notebook
13	marcus-suresh/PyTorch_food_recognition This repository contains the code for applying a PyTorch-centric CV-based...	29	Experimental	7	Jupyter Notebook
14	Sarthak-1408/Indian-Food-Classification This Repo Represents Indian Food Classification and with the help of this...	27	Experimental	11	Jupyter Notebook
15	danielxfeng/mush-finder-monorepo An AI tool for identifying mushrooms in Finland, including a CNN model, a...	26	Experimental	1	TypeScript
16	AnthonyGzm/Proyecto-Jardin-BotanicoRD Sistema de reconocimiento de flores basado en Azure Computer Vision. Permite...	21	Experimental	2	JavaScript
17	hbfawaz112/Mushroom-Detector-Flutter-ML App used to detect and predict the type of the mushroom by taking a picture...	20	Experimental	8	Jupyter Notebook
18	IbrahimNM/iSeefood A python program that uses a trained AI to recognize food in images.	20	Experimental	6	Python
19	Pramit726/MobileNetV2-FoodClassifier 🥘 MobileNetV2-FoodClassifier achieves 93.14% accuracy in image...	20	Experimental	5	Jupyter Notebook
20	ShaikhBorhanUddin/Pizza-Topping-Classification The Pizza Topping Classification project is centered around developing a...	19	Experimental	1	Jupyter Notebook
21	VarunBanka/Food-Vision This project involves the creation of a food vision model using TensorFlow...	18	Experimental	2	Jupyter Notebook
22	naumanthunder22/mscs-thesis Thesis Topic: Transfer Learning Based Food Item Recognition and Estimation...	17	Experimental	1	—
23	ImtiazShuvo/food-vs-nonfood-image-classification Deep learning project comparing CNN, ResNet-style networks, and...	14	Experimental	—	Jupyter Notebook
24	ZacStryker/mushroom-classification Mushroom classification with multiple ML models	14	Experimental	—	HTML
25	GaiaRighetti00/deep-learning-pasta-classification Deep learning project for pasta image classification using CNNs, data...	13	Experimental	—	—
26	Hilfum/Food-Classification Deep learning–based food classification project using a CNN model to...	13	Experimental	—	Jupyter Notebook
27	connorb0531/mushroom-vision Full-stack website for ML mushroom image classification with a Spring Boot +...	13	Experimental	—	Java
28	mary435/kitchenware_classification Classify images of different kitchenware items	13	Experimental	11	Jupyter Notebook
29	AybukeSanall/FastFoodDetection An image classification API powered by ML.NET and ASP.NET Core. Detect and...	12	Experimental	6	C#
30	vyasdeepti/Food-Classification-using-YOLO11 Objective: To classify food images in different food categories using...	12	Experimental	3	Jupyter Notebook
31	arju10/food-image-recognizer Food Image Recognizer using CNN	11	Experimental	—	HTML
32	Shoaib-Akther-Asif/Quick-Dish-Detection 25-Type Food Item Image Detection	11	Experimental	—	Jupyter Notebook
33	CarelleRichards/mushroom-image-recognition An AI app that predicts mushroom species from images and environmental context.	11	Experimental	—	Python
34	m-lehn/mse_project An Android App for Image-Classification / Mushroom-Classification based on Pictures.	11	Experimental	1	Kotlin
35	MalharK7/EfficientNet-Based-Classification-of-the-Food101-Dataset EfficientNet-Based Classification of the Food101 Dataset	10	Experimental	2	Jupyter Notebook
36	abhi24112/Food101_Vision_Project- This repository contains a computer vision project that utilizes deep...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

food-101-keras and Food101-CoreML (51 vs 47) food-101-keras and web-deep-learning-classifier (51 vs 50) food-101-keras and food-101-mobile (51 vs 45) food-101-keras and food-vision (51 vs 39) food-101-keras and food-recognition (51 vs 35) food-101-keras and Indian-Food-Classification (51 vs 27) food-101-keras and food_classifier_model (51 vs 30) web-deep-learning-classifier and food-101-mobile (50 vs 45) web-deep-learning-classifier and mobile-deep-learning-classifier (50 vs 44)