Image Classification Demos ML Frameworks

Web and browser-based applications demonstrating image classification using pre-trained models (MobileNet, ResNet, etc.) with TensorFlow.js, ML5.js, or similar frameworks. Does NOT include dataset collections, model training tutorials, or domain-specific classification systems (animal/plant/disease classifiers).

There are 105 image classification demos frameworks tracked. 4 score above 50 (established tier). The highest-rated is ntedgi/node-efficientnet at 55/100 with 261 stars.

Get all 105 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=image-classification-demos&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	ntedgi/node-efficientnet tensorflowJS implementation of EfficientNet 🚀	55	Established	261	TypeScript
2	SashiDo/teachablemachine-node Using Teachable Machine Models in Node.js	51	Established	57	JavaScript
3	thekevinscott/ml-classifier-ui A UI tool for quickly training image classifiers in the browser	50	Established	247	TypeScript
4	thekevinscott/ml-classifier A tool for quickly training image classifiers in the browser	50	Established	114	JavaScript
5	fastai/tinypets Minimal JS interface to an image classifer	49	Emerging	44	HTML
6	googlecreativelab/teachable-machine-v1 Explore how machine learning works, live in the browser. No coding required.	49	Emerging	3,878	JavaScript
7	theairbend3r/poke-zoo A deep learning based web-app developed using the MERN stack and Tensorflow.js.	47	Emerging	19	JavaScript
8	themains/piedomains Classify the kind of content hosted by the domain using the domain name, and...	46	Emerging	16	Jupyter Notebook
9	smaranjitghose/img_ai_app_boilerplate An image classification app boilerplate to serve your deep learning models asap!	43	Emerging	35	Python
10	MeqdadDev/teachable-machine-lite A lightweight Python package optimized for integrating exported models from...	43	Emerging	10	Python
11	BobsProgrammingAcademy/image-classification An image classification app built using Django 3, Django REST Framework 3,...	43	Emerging	25	JavaScript
12	BobsProgrammingAcademy/image-classification-layout-customization An image classification app built using Django 4, Django REST Framework 3,...	41	Emerging	14	JavaScript
13	BobsProgrammingAcademy/image-classification-mnist An image classification app built using TensorFlow 2, Django 3, Django REST...	39	Emerging	20	JavaScript
14	beenotung/image-dataset Tool to build image dataset: collect, classify, review	37	Emerging	2	TypeScript
15	AIAnytime/Image-Identification-App An image identification application built in React and deployed on Firebase...	34	Emerging	8	JavaScript
16	xxczaki/ship-classifier Classify ship types using machine learning (beta)	33	Emerging	2	JavaScript
17	emadehsan/marsjs MobileNet on TensorFlow.js - label images from Unsplash in browser	33	Emerging	52	JavaScript
18	talisma-cassoma/TeachableMachine-for-Image-Classification a techable machine for image classifcation, you can train from your web...	33	Emerging	4	JavaScript
19	woudsma/retrain-mobilenet-for-the-web Retrain a MobileNet V1 or V2 model and use it in the browser with TensorFlow.js	32	Emerging	22	JavaScript
20	rexpository/CNN-ChemicalIdentifier Chemical Identification from images using a CNN	32	Emerging	12	Java
21	Lehmanator/react-image-classifier React App to classify images using MobileNetV2 Tensorflow model.	32	Emerging	5	JavaScript
22	emadehsan/food-classifier Experimenting with Cloud Vision API. DEMO:	32	Emerging	3	JavaScript
23	inevitable-team/tfjs-transfer-learner Retrain the MobileNet model via transfer learning using TensorFlow.js in NodeJS.	31	Emerging	1	JavaScript
24	gautam1411/Image-Classifier Deep Learning model using Convolutional Neural Network to classify a image...	31	Emerging	2	Java
25	cluster-11/open-mind A web application that you can use to train a machine learning model and...	31	Emerging	17	JavaScript
26	richardred/WienerScreener 🌭Top 5 projects @ UGAHacks 3 - Image recognition Android app that uses...	31	Emerging	3	Java
27	tejasvi541/Fashion-Classifier Classifying Fashion Clothing items using Tensorflow.js in a Web Browser	31	Emerging	3	JavaScript
28	mathieudutour/sketch-hotdog :hotdog: What would you say if I told you there is a sketch plugin on the...	30	Emerging	46	JavaScript
29	curiousily/todo-list-icon-classification-with-tensorflow-js Use ReactJS and TensorFlow to suggest icons based on text in a ToDo list app	30	Emerging	17	JavaScript
30	galafis/Neural-Network-Framework Professional project by Gabriel Demetrios Lafis	29	Experimental	1	Python
31	tejas77/node-image-classification A simple example on Image Classification in Node.js with TensorFlow.js	28	Experimental	56	JavaScript
32	PaacMaan/avito_upload_classifier This project shows a complete computer vision pipeline by building a Deep...	28	Experimental	8	JavaScript
33	flickleafy/Udacity.PhotoLightness Simple example of supervised learning used to recognize if a photo is light or dark	27	Experimental	1	JavaScript
34	Arn0ten/Big-Paws-PetHotel Software Engineering 2 Project - Pet Hotel Webapp and Management with...	27	Experimental	1	TypeScript
35	mbar0075/Maltese-Christian-Statue-Classifier An AI initiative project, the Maltese Christian Statue (MCS) Classifier...	27	Experimental	1	Jupyter Notebook
36	galafis/Image-Classification-System Professional project by Gabriel Demetrios Lafis	26	Experimental	1	JavaScript
37	harshh06/image-scoring-app A full-stack AI application for image scoring using ResNet18. Built with...	26	Experimental	1	TypeScript
38	iad1tya/custom-image-classifier Train custom image classification models without writing code	26	Experimental	7	HTML
39	abhirockzz/fn-hello-tensorflow Image classification as a serverless Function using TensorFlow	25	Experimental	3	Java
40	bartczernicki/ImageClassificationStateLicenses US State Drivers Licenses Image Classification using Microsoft Cognitive...	24	Experimental	4	—
41	FlorianWoelki/image_classification_browser This repository contains a simple web image classification. Nothing is...	24	Experimental	3	JavaScript
42	Bennyhwanggggg/Food-Classifier-Server Food Image Classifier Server built using Tensorflow.js and Express.js	24	Experimental	5	JavaScript
43	alexanderywang/tfjs-transfer-learning-image-classifier React + TensorFlow.js Transfer Learning Image Classifier + Google Translate...	24	Experimental	5	JavaScript
44	Software-Elegance/classif-ai Deep Learning :: Image and Video Classification/Detection Microservice	23	Experimental	3	Java
45	TryKatChup/Poke-Pi-Dex Our deep learning for computer vision related project for nostalgic poke...	23	Experimental	27	Jupyter Notebook
46	PB2204/Teachable-Machine This Is A Very Simple Live Teachable Machine Using TensorFlow.JS	22	Experimental	19	JavaScript
47	GeraldWambui/ImageClassifierDenseNet minimalistic web interface to classify images using a deep learning model....	22	Experimental	1	HTML
48	programandoconro/Image-Classification-ML-App App to classify images in real-time	22	Experimental	2	JavaScript
49	lnardon/ShapeClassifier A simple machine learning shape classifier using ML5.js	22	Experimental	2	JavaScript
50	HilmiZul/imageClassification my first image classification	21	Experimental	1	JavaScript
51	JPLeoRX/image-classifier Convolutional neural network for image classification developed in Java with...	21	Experimental	1	Java
52	kyopark2014/image-classification-api-server It shows API server for image classification based on RESNET-50.	21	Experimental	9	TypeScript
53	matin-ghorbani/Fashion-MNIST-training-TensorFlow-JS Train and Inference on Fashion Mnist dataset using TensorFlowJS	20	Experimental	8	JavaScript
54	Saka7/Layer-Classifier App for determining the type of layer using neural networks	20	Experimental	6	Java
55	SciViews/zooimageui User interface for ZooImage using Shiny	19	Experimental	3	R
56	conlamon/varianceEarth React frontend for classifying satellite images in real time with a map UI	19	Experimental	4	JavaScript
57	flickleafy/Udacity.SimpleImageClassifier Simple example of machine learning, image classification	19	Experimental	3	JavaScript
58	peeeuzin/image-classification-api A API for image classification with Python, TensorFlow and NestJS.	19	Experimental	3	TypeScript
59	AnadyaNair/ML5-Posenet-Image-Classification This repository provides a simple example of performing image classification...	18	Experimental	2	JavaScript
60	imdanielpiva/classifcation-tensorflow.js ML classification demo for Leanwork's talk.	18	Experimental	2	JavaScript
61	TruongNV-hut/AIcandy_Website_ImageClassification_kgqipnbv Deploy an Image classification website with Ngrok	18	Experimental	21	HTML
62	YBiryukov/FIR Fractal Image Recognition	18	Experimental	2	Python
63	CrispenGari/AIR-AI 🐶🐈 Animal Image Recognition (AIR) is an AI tool for image recognition for...	18	Experimental	2	TypeScript
64	brianpeiris/teachable-redux A pared down teachable-machine	18	Experimental	2	JavaScript
65	dev-diaries41/image-classification End-to-end pipeline for training an image classifier, running inference, and...	18	Experimental	6	Python
66	kaylakremer/all-the-feels Emoji Transfer Learning with ml5.js & MobileNet	17	Experimental	1	JavaScript
67	webduinoio/webduino-module-imageml 🔌 Webduino Module for Machine Learning	17	Experimental	1	JavaScript
68	FrancescoSaverioZuppichini/Fool-Object-Classifier Repo used for my medium article	17	Experimental	1	JavaScript
69	inevitable-team/image-classification-benchmarker This is an open source benchmarking tool for Machine Learning practitioners,...	16	Experimental	—	JavaScript
70	AFLucas-UOM/drink-with-ai Lightweight browser-based demo that uses a Google Teachable Machine image...	15	Experimental	1	HTML
71	oliveiradniel/student-classification-nn Rede neural multiclasse com Node.js e TensorFlow.js para classificar...	14	Experimental	1	TypeScript
72	amanzhola/image-classification-java Java image classification project implementing Perceptron, Logistic...	14	Experimental	1	Java
73	epomatti/azure-customvision-classification Training & Prediction with Azure Cognitive Services Custom Vision.	14	Experimental	1	TypeScript
74	P4UL-M/image-classificator Image Classificator is a web application that allows users to upload images...	14	Experimental	1	JavaScript
75	roco13/fashion-image-classifier Client-side fashion image classifier built with React, TypeScript, using...	13	Experimental	—	TypeScript
76	joshuauaua/TeachableMachine_React_Audio A project template built using React to visualise live data received from...	13	Experimental	—	JavaScript
77	shreyas27092004/animal-classifier-app A simple, client-side web application built with React that uses a...	13	Experimental	—	JavaScript
78	jeevanrushi07/ML_Project_Image_Classifier_using_Flask_master 🔍 Flask-based web application for image classification. The application...	13	Experimental	—	CSS
79	jmrashed/animal-classifier-with-zero-shot-learning A web-based animal classification system using Zero-Shot Learning and...	13	Experimental	—	HTML
80	hamza-shabbir-ansari/Teachable-Machine Teachable Machine Clone is a responsive web app that integrates machine...	12	Experimental	3	HTML
81	tim-hub/MonkeyClassificator a web application for monkeys classificator.	11	Experimental	—	JavaScript
82	WeslenLakins/tensorflow-js-mnist-classifier Experiment showing how you can use the power of Machine Learning directly in...	11	Experimental	—	JavaScript
83	calKU0/AIImageClassifier Upload an image to classify it with Hugging Face's ResNet-50 model and...	11	Experimental	—	HTML
84	gugarosa/classipy 🎯 Classipy is an open-source web-based application that combines the power...	11	Experimental	—	JavaScript
85	SatYu26/WhatImage A modern application that can classify images for you and will store the...	11	Experimental	—	JavaScript
86	ujw0l/wp-js-crop Wordpress plugin to crop and upload image	11	Experimental	3	JavaScript
87	wassimOubaziz/image-classifier This is a simple web application that allows users to upload an image and...	11	Experimental	—	HTML
88	Emil-Sila/fontfinder Mobile app using Cordova, machine learning and Azure services to classify...	11	Experimental	—	JavaScript
89	puravparab/whatanimal Machine learning web application that classifies animal images using CNNs	11	Experimental	—	JavaScript
90	WeslenLakins/tensorflow-js-teachable-machine Make your own "Teachable Machine" using transfer learning with MobileNet v3...	11	Experimental	—	JavaScript
91	NileshSP/reactTfClassifier Sample machine learning web app built using react & tensorflow.js	11	Experimental	—	JavaScript
92	wassimOubaziz/train-classifier Welcome to the Object Classifier Web App! This application allows you to...	11	Experimental	—	JavaScript
93	MokhtarKorti/mountain-sea-classification Image classification demo using Tensorflow.js	11	Experimental	—	JavaScript
94	kamil-sita/simple-image-classifier GUI image classifier written in Java	11	Experimental	—	Java
95	LE2P/DeepRun-GUI Web Application for Deep Learning model generation-training-inference	11	Experimental	—	HTML
96	pavelsjo/aplicaciones-web-con-ia-nativa-tensorflowjs Aplicación con auto-tag de imagenes usando un casificador en el front end...	11	Experimental	—	JavaScript
97	OVD-Labs/Maltese-Christian-Statue-Classifier An AI initiative project, the Maltese Christian Statue (MCS) Classifier...	11	Experimental	—	Jupyter Notebook
98	matamalaortiz/ml5-recorded-videos-training A very simple example to train and classify frames from recorded videos...	11	Experimental	3	JavaScript
99	yuceef/ClassificationBoat Application de classification probabiliste d’images en utilisant un réseau...	11	Experimental	—	Java
100	theRoughCode/Pokedex :closed_book: Deep-learning trained Pokédex.	11	Experimental	4	JavaScript
101	cluster-11/knn-image-recognition-starter A starter application that you can use to train and recognize objects/beings...	10	Experimental	2	JavaScript
102	zahidkhawaja/NFT-Classifier React app for a machine learning model that I trained to classify images of...	10	Experimental	2	JavaScript
103	lukazc/classified Image classification through machine learning	10	Experimental	2	TypeScript
104	MarinX/chrome-image-recognition Get image tags using image recognition and machine learning.	10	Experimental	2	JavaScript
105	dinhanhthi/mountain-vs-beach ⛰🏖 A small project to build a classifier: mountain vs beach.	10	Experimental	2	HTML

Comparisons in this category

ml-classifier and ml-classifier-ui (50 vs 50) ml-classifier and TeachableMachine-for-Image-Classification (50 vs 33) image-classification and image-classification-mnist (43 vs 39) image-classification-layout-customization and image-classification-mnist (41 vs 39)