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 82 image classification demos frameworks tracked. 1 score above 50 (established tier). The highest-rated is ntedgi/node-efficientnet at 52/100 with 261 stars and 62 monthly downloads.

Get all 82 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	ntedgi/node-efficientnet tensorflowJS implementation of EfficientNet 🚀	52	Established	261	TypeScript
2	googlecreativelab/teachable-machine-v1 Explore how machine learning works, live in the browser. No coding required.	49	Emerging	3,878	JavaScript
3	SashiDo/teachablemachine-node Using Teachable Machine Models in Node.js	48	Emerging	57	JavaScript
4	thekevinscott/ml-classifier A tool for quickly training image classifiers in the browser	48	Emerging	114	JavaScript
5	thekevinscott/ml-classifier-ui A UI tool for quickly training image classifiers in the browser	47	Emerging	247	TypeScript
6	fastai/tinypets Minimal JS interface to an image classifer	42	Emerging	44	HTML
7	BobsProgrammingAcademy/image-classification An image classification app built using Django 3, Django REST Framework 3,...	40	Emerging	25	JavaScript
8	theairbend3r/poke-zoo A deep learning based web-app developed using the MERN stack and Tensorflow.js.	40	Emerging	19	JavaScript
9	themains/piedomains Classify the kind of content hosted by the domain using the domain name, and...	39	Emerging	16	Jupyter Notebook
10	smaranjitghose/img_ai_app_boilerplate An image classification app boilerplate to serve your deep learning models asap!	36	Emerging	35	Python
11	beenotung/image-dataset Tool to build image dataset: collect, classify, review	36	Emerging	2	TypeScript
12	MeqdadDev/teachable-machine-lite A lightweight Python package optimized for integrating exported models from...	36	Emerging	10	Python
13	BobsProgrammingAcademy/image-classification-layout-customization An image classification app built using Django 4, Django REST Framework 3,...	34	Emerging	14	JavaScript
14	BobsProgrammingAcademy/image-classification-mnist An image classification app built using TensorFlow 2, Django 3, Django REST...	32	Emerging	20	JavaScript
15	AIAnytime/Image-Identification-App An image identification application built in React and deployed on Firebase...	27	Experimental	8	JavaScript
16	emadehsan/marsjs MobileNet on TensorFlow.js - label images from Unsplash in browser	26	Experimental	52	JavaScript
17	talisma-cassoma/TeachableMachine-for-Image-Classification a techable machine for image classifcation, you can train from your web...	26	Experimental	4	JavaScript
18	mrseanryan/image-classifier-ts :camera: Command line tool to auto-classify images, renaming them with...	26	Experimental	6	TypeScript
19	xxczaki/ship-classifier Classify ship types using machine learning (beta)	26	Experimental	2	JavaScript
20	emadehsan/food-classifier Experimenting with Cloud Vision API. DEMO:	25	Experimental	3	JavaScript
21	rexpository/CNN-ChemicalIdentifier Chemical Identification from images using a CNN	25	Experimental	12	Java
22	woudsma/retrain-mobilenet-for-the-web Retrain a MobileNet V1 or V2 model and use it in the browser with TensorFlow.js	25	Experimental	22	JavaScript
23	Lehmanator/react-image-classifier React App to classify images using MobileNetV2 Tensorflow model.	25	Experimental	5	JavaScript
24	gautam1411/Image-Classifier Deep Learning model using Convolutional Neural Network to classify a image...	24	Experimental	2	Java
25	cluster-11/open-mind A web application that you can use to train a machine learning model and...	24	Experimental	17	JavaScript
26	tejasvi541/Fashion-Classifier Classifying Fashion Clothing items using Tensorflow.js in a Web Browser	24	Experimental	3	JavaScript
27	inevitable-team/tfjs-transfer-learner Retrain the MobileNet model via transfer learning using TensorFlow.js in NodeJS.	24	Experimental	1	JavaScript
28	richardred/WienerScreener 🌭Top 5 projects @ UGAHacks 3 - Image recognition Android app that uses...	24	Experimental	3	Java
29	curiousily/todo-list-icon-classification-with-tensorflow-js Use ReactJS and TensorFlow to suggest icons based on text in a ToDo list app	23	Experimental	17	JavaScript
30	galafis/Neural-Network-Framework Professional project by Gabriel Demetrios Lafis	23	Experimental	1	Python
31	Arn0ten/Big-Paws-PetHotel Software Engineering 2 Project - Pet Hotel Webapp and Management with...	23	Experimental	1	TypeScript
32	mathieudutour/sketch-hotdog :hotdog: What would you say if I told you there is a sketch plugin on the...	23	Experimental	46	JavaScript
33	PaacMaan/avito_upload_classifier This project shows a complete computer vision pipeline by building a Deep...	21	Experimental	8	JavaScript
34	tejas77/node-image-classification A simple example on Image Classification in Node.js with TensorFlow.js	21	Experimental	56	JavaScript
35	flickleafy/Udacity.PhotoLightness Simple example of supervised learning used to recognize if a photo is light or dark	20	Experimental	1	JavaScript
36	mbar0075/Maltese-Christian-Statue-Classifier An AI initiative project, the Maltese Christian Statue (MCS) Classifier...	20	Experimental	1	Jupyter Notebook
37	galafis/Image-Classification-System Professional project by Gabriel Demetrios Lafis	20	Experimental	1	JavaScript
38	harshh06/image-scoring-app A full-stack AI application for image scoring using ResNet18. Built with...	20	Experimental	1	TypeScript
39	iad1tya/custom-image-classifier Train custom image classification models without writing code	19	Experimental	7	HTML
40	tedigc/scene-recognition 🖼️ Scene classification system created in Java with OpenIMAJ	19	Experimental	4	Java
41	abhirockzz/fn-hello-tensorflow Image classification as a serverless Function using TensorFlow	18	Experimental	3	Java
42	FlorianWoelki/image_classification_browser This repository contains a simple web image classification. Nothing is...	17	Experimental	3	JavaScript
43	Bennyhwanggggg/Food-Classifier-Server Food Image Classifier Server built using Tensorflow.js and Express.js	17	Experimental	5	JavaScript
44	alexanderywang/tfjs-transfer-learning-image-classifier React + TensorFlow.js Transfer Learning Image Classifier + Google Translate...	17	Experimental	5	JavaScript
45	bartczernicki/ImageClassificationStateLicenses US State Drivers Licenses Image Classification using Microsoft Cognitive...	17	Experimental	4	—
46	GeraldWambui/ImageClassifierDenseNet minimalistic web interface to classify images using a deep learning model....	16	Experimental	1	HTML
47	Software-Elegance/classif-ai Deep Learning :: Image and Video Classification/Detection Microservice	16	Experimental	3	Java
48	TryKatChup/Poke-Pi-Dex Our deep learning for computer vision related project for nostalgic poke...	16	Experimental	27	Jupyter Notebook
49	AFLucas-UOM/drink-with-ai Lightweight browser-based demo that uses a Google Teachable Machine image...	15	Experimental	1	HTML
50	programandoconro/Image-Classification-ML-App App to classify images in real-time	15	Experimental	2	JavaScript
51	PB2204/Teachable-Machine This Is A Very Simple Live Teachable Machine Using TensorFlow.JS	15	Experimental	19	JavaScript
52	amanzhola/image-classification-java Java image classification project implementing Perceptron, Logistic...	15	Experimental	1	Java
53	lnardon/ShapeClassifier A simple machine learning shape classifier using ML5.js	15	Experimental	2	JavaScript
54	HilmiZul/imageClassification my first image classification	14	Experimental	1	JavaScript
55	kyopark2014/image-classification-api-server It shows API server for image classification based on RESNET-50.	14	Experimental	9	TypeScript
56	inevitable-team/image-classification-benchmarker This is an open source benchmarking tool for Machine Learning practitioners,...	14	Experimental	—	JavaScript
57	JPLeoRX/image-classifier Convolutional neural network for image classification developed in Java with...	14	Experimental	1	Java
58	roco13/fashion-image-classifier Client-side fashion image classifier built with React, TypeScript, using...	14	Experimental	—	TypeScript
59	matin-ghorbani/Fashion-MNIST-training-TensorFlow-JS Train and Inference on Fashion Mnist dataset using TensorFlowJS	13	Experimental	8	JavaScript
60	Saka7/Layer-Classifier App for determining the type of layer using neural networks	13	Experimental	6	Java
61	epomatti/azure-customvision-classification Training & Prediction with Azure Cognitive Services Custom Vision.	12	Experimental	1	TypeScript
62	flickleafy/Udacity.SimpleImageClassifier Simple example of machine learning, image classification	12	Experimental	3	JavaScript
63	peeeuzin/image-classification-api A API for image classification with Python, TensorFlow and NestJS.	12	Experimental	3	TypeScript
64	SciViews/zooimageui User interface for ZooImage using Shiny	12	Experimental	3	R
65	conlamon/varianceEarth React frontend for classifying satellite images in real time with a map UI	12	Experimental	4	JavaScript
66	oliveiradniel/student-classification-nn Rede neural multiclasse com Node.js e TensorFlow.js para classificar...	12	Experimental	1	TypeScript
67	P4UL-M/image-classificator Image Classificator is a web application that allows users to upload images...	12	Experimental	1	JavaScript
68	imdanielpiva/classifcation-tensorflow.js ML classification demo for Leanwork's talk.	11	Experimental	2	JavaScript
69	TruongNV-hut/AIcandy_Website_ImageClassification_kgqipnbv Deploy an Image classification website with Ngrok	11	Experimental	21	HTML
70	AnadyaNair/ML5-Posenet-Image-Classification This repository provides a simple example of performing image classification...	11	Experimental	2	JavaScript
71	brianpeiris/teachable-redux A pared down teachable-machine	11	Experimental	2	JavaScript
72	YBiryukov/FIR Fractal Image Recognition	11	Experimental	2	Python
73	calKU0/AIImageClassifier Upload an image to classify it with Hugging Face's ResNet-50 model and...	11	Experimental	—	HTML
74	CrispenGari/AIR-AI 🐶🐈 Animal Image Recognition (AIR) is an AI tool for image recognition for...	11	Experimental	2	TypeScript
75	jeevanrushi07/ML_Project_Image_Classifier_using_Flask_master 🔍 Flask-based web application for image classification. The application...	11	Experimental	—	CSS
76	jmrashed/animal-classifier-with-zero-shot-learning A web-based animal classification system using Zero-Shot Learning and...	11	Experimental	—	HTML
77	dev-diaries41/image-classification End-to-end pipeline for training an image classifier, running inference, and...	11	Experimental	6	Python
78	shreyas27092004/animal-classifier-app A simple, client-side web application built with React that uses a...	11	Experimental	—	JavaScript
79	joshuauaua/TeachableMachine_React_Audio A project template built using React to visualise live data received from...	11	Experimental	—	JavaScript
80	kaylakremer/all-the-feels Emoji Transfer Learning with ml5.js & MobileNet	10	Experimental	1	JavaScript
81	webduinoio/webduino-module-imageml 🔌 Webduino Module for Machine Learning	10	Experimental	1	JavaScript
82	FrancescoSaverioZuppichini/Fool-Object-Classifier Repo used for my medium article	10	Experimental	1	JavaScript

Comparisons in this category

ml-classifier and ml-classifier-ui (48 vs 47) image-classification and image-classification-mnist (40 vs 32) image-classification-layout-customization and image-classification-mnist (34 vs 32)