Fruit Vegetable Classification ML Frameworks

Image classification projects using deep learning (CNN, transfer learning) to recognize fruits, vegetables, and related produce quality. Does NOT include general image classification frameworks, non-produce food items, or quality assessment of unrelated products like meat or industrial defects.

There are 43 fruit vegetable classification frameworks tracked. The highest-rated is robotic-vision-lab/CitDet-A-Benchmark-Dataset-For-Citrus-Fruit-Detection at 40/100 with 9 stars.

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#	Framework	Score	Tier	Stars	Language
1	robotic-vision-lab/CitDet-A-Benchmark-Dataset-For-Citrus-Fruit-Detection CitDet: A benchmark dataset for citrus fruit detection.	40	Emerging	9	Jupyter Notebook
2	arpanpramanik2003/FruitQ-GradeX A dual-headed deep learning model built using TensorFlow and Keras to...	39	Emerging	2	Jupyter Notebook
3	bhavikmk/Fruit-Sorter A Fruit Sorting machine designed to automate the process of sorting and...	36	Emerging	13	Jupyter Notebook
4	NhanPhamThanh-IT/Fruit-Veggie-Classifier 🍎 Fruit & vegetable image classifier using TensorFlow CNN. 18 categories,...	35	Emerging	15	Python
5	cogsys-tuebingen/deephs_fruit Measuring the ripeness of fruit with Hyperspectral Imaging and Deep Learning	35	Emerging	64	Python
6	abrahamkoloboe27/Fruits-Recognition-Training Projet de Classification d'Images de Fruits	34	Emerging	10	Jupyter Notebook
7	gonzafernan/fruit-classifier Clasificador de imagenes de bananas, naranjas y limones por medio de...	31	Emerging	2	Jupyter Notebook
8	shreyamalogi/Mushroom-Classification-Predictive-Analytics Can You Eat That? 🍄 High-precision predictive classification achieving 100%...	30	Emerging	5	Jupyter Notebook
9	HassanRady/Fruit-classification classifying 3 types of fruit using keras	24	Experimental	1	Jupyter Notebook
10	meat-project/meat-freshment-monitor-system NSYSU 畢業專題	24	Experimental	5	TeX
11	collinswakholi/Deep-Learning-seeds-sorting Goal of the system was to use deep learning object detection to sort...	23	Experimental	3	C++
12	ondrejhruby/Fruit-Recognition Fruit Recognition using CNN and Pre-trained Models (ResNet, VGG16, VGG19,...	23	Experimental	3	Jupyter Notebook
13	muhamuttaqien/siamese-fruits-detector :apple: Computer Vision project to detect different varieties of fruits and...	23	Experimental	4	Jupyter Notebook
14	bshtmichielsen/fruit_detector Finding different fruits in images using object detection.	23	Experimental	1	Jupyter Notebook
15	AbhishekGiri04/f1-forge-ieeena26 A production-grade 397-class image classifier using EfficientNet-B3, Focal...	22	Experimental	—	Jupyter Notebook
16	jrzvnn/mushroom-svm Implements a SVM model for classifying mushrooms if edible or poisonous	22	Experimental	2	R
17	Nirikshan95/FruitClassifier A lightweight and efficient computer vision solution for classifying various...	21	Experimental	1	Python
18	aakashdhakal/Fruits-Classification A tool that can classify/recognize various fruits on the basis of input...	21	Experimental	4	Jupyter Notebook
19	bl0nder/pomegraNET A deep learning model trained to peform multi-class classification to...	20	Experimental	6	Jupyter Notebook
20	martacanirome4/MushroomEdibilityPredictor Apply machine-learning models on mushroom data to predict if a mushroom is...	19	Experimental	1	Java
21	Ricco48/Soybeans-Tempeh-Image-Dataset-for-Tempeh-Maturity-Detection Repository for Soybeans Tempeh Image Dataset for Tempeh Maturity Detection	19	Experimental	1	—
22	inafees14/fruit_app_dep This project is a complete deep learning application that classifies images...	19	Experimental	—	Python
23	GinoAvanzini/fruit-sorter A basic fruit sorter using k-means and k-nn.	19	Experimental	3	Jupyter Notebook
24	Nouran246/Fruits-Recognition This repository contains a project for fruit recognition using the...	19	Experimental	3	Jupyter Notebook
25	nurmuhimawann/C22-098-Fruity-Website 🍏 Capstone Project of MSIB Dicoding 2022 Cycle 3. We plan to build a machine...	19	Experimental	19	Jupyter Notebook
26	ShawnHwangg/Fruit-and-Vegetable-Image-Recognition Fruit-and-Vegetable-Image-Recognition	14	Experimental	4	Jupyter Notebook
27	Parabellum768/Food-Freshness-Analyzer 🥗 Analyze food freshness using synthetic data to predict freshness levels...	14	Experimental	—	Python
28	hiteshfirke/fruit-spoilage-prediction Banana ripeness classification using MobileNetV2 + environmental fusion....	14	Experimental	—	CSS
29	Dhairya1147/fishIdentifier AquaLens AI is an offline Android app for the Smart India Hackathon that...	13	Experimental	2	Kotlin
30	LinggarM/Poultry-Meat-Freshness-Classification-with-Transfer-Learning-using-ResNet The utilization of the ResNet architecture and Transfer Learning methods to...	13	Experimental	—	Jupyter Notebook
31	yash-yb/Apple_Vs_Orange This is a simple ML project which differentiates between an apple and an orange	13	Experimental	—	Python
32	jakemaz66/FoodClassification A web application using deep learning and GPT transformers to identify and...	12	Experimental	6	Jupyter Notebook
33	elifirinci/mushrooms-plants-classification This project features AI models for identifying mushrooms and plants as...	12	Experimental	6	Jupyter Notebook
34	FPT-ThaiTuan/Using-deep-learning-to-classify-fruits-using-the-VGG16-model Classify 8 types of fruit using the VGG16 model with accuracy up to 90%	12	Experimental	7	Jupyter Notebook
35	Parzigit/Image-Processing-DL Dragon fruit maturity detection using image processing utilizing deep...	12	Experimental	2	Jupyter Notebook
36	JyotismoyKalita/FruitClassification This project involved building and training a Convolutional Neural Network...	11	Experimental	—	Jupyter Notebook
37	shajon1211045/berry-recognizer An image recognition app that can recognize the type of berry from an uploaded image	11	Experimental	—	Jupyter Notebook
38	weihan07/Ripeness-Classification-of-Oil-Palm-Fruits-Bunch This project aimed to classify the ripeness stages of oil palm fruit bunch....	11	Experimental	3	Jupyter Notebook
39	Waheed-Programmer/Fruit_Detection_App I have created a tiny project fruit detection in the android base...	11	Experimental	4	—
40	collinswakholi/Image-Analysis-Beef-Yield-Estimation Goal of this project was to predict beef carcass 22 yield parameters using...	11	Experimental	4	MATLAB
41	Leosabinghimire/Fruit-Edibility-Detection-System A machine learning-based system designed to detect the edibility of fruits...	11	Experimental	3	Jupyter Notebook
42	yanuarcy/Fruiteasy Building Application Mobile Apps Using Image Classification for Capstone...	10	Experimental	2	Kotlin
43	XredaX/Tomato-Sorting-using-CNN An intelligent computer vision system for automated cherry tomato sorting...	10	Experimental	2	Jupyter Notebook