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 35 fruit vegetable classification frameworks tracked. The highest-rated is robotic-vision-lab/CitDet-A-Benchmark-Dataset-For-Citrus-Fruit-Detection at 33/100 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.	33	Emerging	9	Jupyter Notebook
2	arpanpramanik2003/FruitQ-GradeX A dual-headed deep learning model built using TensorFlow and Keras to...	33	Emerging	2	Jupyter Notebook
3	NhanPhamThanh-IT/Fruit-Veggie-Classifier 🍎 Fruit & vegetable image classifier using TensorFlow CNN. 18 categories,...	29	Experimental	15	Python
4	bhavikmk/Fruit-Sorter A Fruit Sorting machine designed to automate the process of sorting and...	29	Experimental	13	Jupyter Notebook
5	cogsys-tuebingen/deephs_fruit Measuring the ripeness of fruit with Hyperspectral Imaging and Deep Learning	28	Experimental	64	Python
6	abrahamkoloboe27/Fruits-Recognition-Training Projet de Classification d'Images de Fruits	27	Experimental	10	Jupyter Notebook
7	AshishTukaral/Fruit-Ripeness-and-Disease-Detection Welcome to the Fruit Ripeness and Disease Detection System! This application...	26	Experimental	6	HTML
8	gonzafernan/fruit-classifier Clasificador de imagenes de bananas, naranjas y limones por medio de...	24	Experimental	2	Jupyter Notebook
9	shreyamalogi/Mushroom-Classification-Predictive-Analytics Can You Eat That? 🍄 High-precision predictive classification achieving 100%...	23	Experimental	5	Jupyter Notebook
10	bshtmichielsen/fruit_detector Finding different fruits in images using object detection.	23	Experimental	1	Jupyter Notebook
11	AbhishekGiri04/f1-forge-ieeena26 A production-grade 397-class image classifier using EfficientNet-B3, Focal...	22	Experimental	—	Jupyter Notebook
12	HassanRady/Fruit-classification classifying 3 types of fruit using keras	22	Experimental	1	Jupyter Notebook
13	inafees14/fruit_app_dep This project is a complete deep learning application that classifies images...	19	Experimental	—	Python
14	meat-project/meat-freshment-monitor-system NSYSU 畢業專題	17	Experimental	5	TeX
15	collinswakholi/Deep-Learning-seeds-sorting Goal of the system was to use deep learning object detection to sort...	16	Experimental	3	C++
16	ondrejhruby/Fruit-Recognition Fruit Recognition using CNN and Pre-trained Models (ResNet, VGG16, VGG19,...	16	Experimental	3	Jupyter Notebook
17	muhamuttaqien/siamese-fruits-detector :apple: Computer Vision project to detect different varieties of fruits and...	16	Experimental	4	Jupyter Notebook
18	Sumit3301/Freshness-Monitor A generic, item-agnostic computer vision system that classifies freshness...	15	Experimental	1	Python
19	jrzvnn/mushroom-svm Implements a SVM model for classifying mushrooms if edible or poisonous	15	Experimental	2	R
20	hiteshfirke/fruit-spoilage-prediction Banana ripeness classification using MobileNetV2 + environmental fusion....	14	Experimental	—	CSS
21	aakashdhakal/Fruits-Classification A tool that can classify/recognize various fruits on the basis of input...	14	Experimental	4	Jupyter Notebook
22	Parabellum768/Food-Freshness-Analyzer 🥗 Analyze food freshness using synthetic data to predict freshness levels...	14	Experimental	—	Python
23	yash-yb/Apple_Vs_Orange This is a simple ML project which differentiates between an apple and an orange	14	Experimental	—	Python
24	Nirikshan95/FruitClassifier A lightweight and efficient computer vision solution for classifying various...	14	Experimental	1	Python
25	bl0nder/pomegraNET A deep learning model trained to peform multi-class classification to...	13	Experimental	6	Jupyter Notebook
26	GinoAvanzini/fruit-sorter A basic fruit sorter using k-means and k-nn.	12	Experimental	3	Jupyter Notebook
27	Nouran246/Fruits-Recognition This repository contains a project for fruit recognition using the...	12	Experimental	3	Jupyter Notebook
28	Ricco48/Soybeans-Tempeh-Image-Dataset-for-Tempeh-Maturity-Detection Repository for Soybeans Tempeh Image Dataset for Tempeh Maturity Detection	12	Experimental	1	—
29	nurmuhimawann/C22-098-Fruity-Website 🍏 Capstone Project of MSIB Dicoding 2022 Cycle 3. We plan to build a machine...	12	Experimental	19	Jupyter Notebook
30	martacanirome4/MushroomEdibilityPredictor Apply machine-learning models on mushroom data to predict if a mushroom is...	12	Experimental	1	Java
31	LinggarM/Poultry-Meat-Freshness-Classification-with-Transfer-Learning-using-ResNet The utilization of the ResNet architecture and Transfer Learning methods to...	11	Experimental	—	Jupyter Notebook
32	techy-Nik/fruit-quality-classification-efficientnet Transfer learning model for fruit quality classification - 98.9% accuracy -...	11	Experimental	—	—
33	gtom-pandas/meat-quality-dashboard POC my first steps in the DL world - fresh / spoiled meat classifier	11	Experimental	—	Jupyter Notebook
34	Abdo-Mohammed-10/Fruit-Classification-FineTuning-TransferLearning 🍎 Fruit AI: High-accuracy classification using VGG16 Transfer Learning and...	11	Experimental	—	Jupyter Notebook
35	ShawnHwangg/Fruit-and-Vegetable-Image-Recognition Fruit-and-Vegetable-Image-Recognition	10	Experimental	4	Jupyter Notebook