Image Classification Tutorials ML Frameworks

Educational projects and implementations of image classification models (CNNs, traditional ML) on standard datasets. Does NOT include production systems, dataset creation tools, or domain-specific applications (medical imaging, satellite imagery, etc.).

There are 130 image classification tutorials frameworks tracked. 1 score above 70 (verified tier). The highest-rated is qubvel/efficientnet at 70/100 with 2,100 stars and 69,006 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	qubvel/efficientnet Implementation of EfficientNet model. Keras and TensorFlow Keras.	70	Verified	2,100	Python
2	KichangKim/DeepDanbooru AI based multi-label girl image classification system, implemented by using...	55	Established	2,897	Python
3	matlab-deep-learning/Image-Classification-in-MATLAB-Using-TensorFlow This example shows how to call a TensorFlow model from MATLAB using...	53	Established	54	MATLAB
4	harvitronix/five-video-classification-methods Code that accompanies my blog post outlining five video classification...	51	Established	1,187	Python
5	AFAgarap/cnn-svm An Architecture Combining Convolutional Neural Network (CNN) and Linear...	51	Established	400	Python
6	ethanhe42/resnet-imagenet-caffe train resnet on imagenet from scratch with caffe	50	Established	113	Shell
7	gsurma/image_classifier CNN image classifier implemented in Keras Notebook 🖼️.	50	Established	185	Jupyter Notebook
8	Tencent/tencent-ml-images Largest multi-label image database; ResNet-101 model; 80.73% top-1 acc on ImageNet	49	Emerging	3,077	Python
9	wuji3/Doraemon A powerful baseline for image classification, face recognition and image...	49	Emerging	583	Python
10	Mayurji/Image-Classification-PyTorch Learning and Building Convolutional Neural Networks using PyTorch	48	Emerging	219	Python
11	kb22/Color-Identification-using-Machine-Learning This project explores colors in various images and then enables the user to...	47	Emerging	108	Jupyter Notebook
12	IbrahimSobh/imageclassification Deep Learning: Image classification, feature visualization and transfer...	47	Emerging	125	Jupyter Notebook
13	rsomani95/shot-type-classifier Detecting cinema shot types using a ResNet-50	47	Emerging	205	Jupyter Notebook
14	dwyl/image-classifier 🖼️ Classify images and extract data from or describe their contents using...	46	Emerging	33	Jupyter Notebook
15	richardaecn/cvpr18-inaturalist-transfer Large Scale Fine-Grained Categorization and Domain-Specific Transfer...	46	Emerging	196	Jupyter Notebook
16	Ugenteraan/ResNet-50-CBAM-PyTorch Implementation of Resnet-50 with and without CBAM in PyTorch v1.8....	45	Emerging	100	Python
17	sithu31296/sota-backbones A collection of SOTA Image Classification Models in PyTorch	45	Emerging	169	Python
18	hoangsonww/AI-ML-Classifiers 🤖 This repository houses a collection of image classification models for...	44	Emerging	23	Python
19	michtesar/color_recognizer Small project to learn neuronal network with classifying some basic colors...	43	Emerging	59	Python
20	suraj-deshmukh/Keras-Multi-Label-Image-Classification Keras- Multi Label Image Classification	42	Emerging	402	Jupyter Notebook
21	sebastian-sz/efficientnet-lite-keras Keras reimplementation of EfficientNet Lite.	42	Emerging	46	Python
22	rajshah4/image_keras Building an image classifier using keras	42	Emerging	164	Jupyter Notebook
23	GeorgeSeif/Transfer-Learning-Suite Transfer Learning Suite in Keras. Perform transfer learning using any...	42	Emerging	219	Python
24	renhai-lab/Paper_Replication--Understanding-architecture-age-and-style-through-deep-learning 《通过深度学习来识别建筑年代和风格》——论文复现	41	Emerging	35	Jupyter Notebook
25	lynguyenminh/image-classification-pytorch Implement image classification in pytorch	41	Emerging	40	Python
26	Fafa-DL/Awesome-Backbones Integrate deep learning models for image classification \| Backbone...	40	Emerging	1,922	Python
27	bhuiyanmobasshir94/CID CID: Cow Images dataset for regression and classification	40	Emerging	25	Jupyter Notebook
28	Arwin-Yu/Deep-Learning-Image-Classification-Models-Based-CNN-or-Attention This project organizes classic images classification neural networks based...	38	Emerging	210	Jupyter Notebook
29	vijayg15/Keras-MultiClass-Image-Classification Multiclass image classification using Convolutional Neural Network	37	Emerging	74	Jupyter Notebook
30	DhilipSanjay/Detection-of-Sensitive-Data-Exposure-in-Images A Machine Learning Model that classifies the data in the images as Sensitive...	35	Emerging	66	Jupyter Notebook
31	horrible-dong/QTClassification A lightweight and extensible toolbox for image classification and MORE	33	Emerging	19	Python
32	QinggangSUN/keras_multiple_target_recognition keras_multi_target_signal_recognition Underwater single channel acoustic...	32	Emerging	36	Python
33	pablonoya/dominantcolors Extract dominant colors from an image using K-means and adjust them to have...	31	Emerging	11	Python
34	BaseMax/ImageRecognitionAI Recognition of the images with artificial intelligence includes train and...	31	Emerging	16	Python
35	alejomaar/google-arts-and-culture Extract images from the Google arts and culture page to create a supervised...	29	Experimental	10	Jupyter Notebook
36	MIC-DKFZ/image_classification :dart: Deep Learning Framework for Image Classification & Regression in...	29	Experimental	59	Python
37	kingabzpro/Image-Classification-FastAI.jl Getting started with Julia Machine Learning Library with FastAI.jl	28	Experimental	10	Jupyter Notebook
38	udaylunawat/Whats-this-rock Telegram Rock Classification Bot!	28	Experimental	28	Jupyter Notebook
39	mamemo/CNN-Binary-Classification This project is meant to work as a template for a binary CNN classification problem	28	Experimental	13	Python
40	BaseMax/ImageRecognition Recognition of the images includes train and tests based on Python.	27	Experimental	9	Python
41	ritog/folkAI Classifying between two folk dance forms of India using Deep Learning	26	Experimental	4	HTML
42	PACKIARAJ-R/ML-Image-Classification-using-CNN Built a CNN-based image classification system with data preprocessing, model...	26	Experimental	28	Jupyter Notebook
43	AidinHamedi/Pytorch-Img-Classification-Trainer-V2 This repository provides a robust and flexible framework for training image...	25	Experimental	6	Python
44	sinanw/cnn-image-classification The objective of this project is to carry out supervised image...	25	Experimental	3	Jupyter Notebook
45	matlab-deep-learning/Image-Classification-in-MATLAB-Using-Converted-TensorFlow-Model This repository shows how to import a pretrained TensorFlow model in the...	25	Experimental	13	MATLAB
46	CharlieSergeant/pollen Thesis work on image classification and identification using deep...	24	Experimental	3	Jupyter Notebook
47	mozturan/ImageClassification_hybridModels IMAGE CLASSIFICATION w/ hybrid classification algorithms	24	Experimental	2	Jupyter Notebook
48	harshitdhar9/Hair_Tracker_AI Machine Learning Application	23	Experimental	2	Jupyter Notebook
49	Rasul-projects/mobilenet-image-classifier-gsoc2026 Deep learning image classifier using MobileNetV2. Upload image and get AI...	23	Experimental	1	Jupyter Notebook
50	YYDongRo/TouhouCharClassifier PyTorch-based Touhou character image classifier with automatic Pixiv data...	23	Experimental	7	Python
51	tkarim45/Deep-CNN-Classifier-with-Any-Images A comprehensive repository designed for image classification tasks using...	23	Experimental	6	Jupyter Notebook
52	Tofull/image-classifier-service Sorting my messed folder where I put my holidays pictures was not fun. My...	23	Experimental	36	Python
53	kennethleungty/TensorFlow-Transfer-Learning-Image-Classification Practical Guide to Transfer Learning in TensorFlow for Multiclass Image...	22	Experimental	7	Jupyter Notebook
54	parsabe/SCP A deep learning-based image classification.	22	Experimental	—	Python
55	rafaeldavidjose/Final-Project-MLF CNN-based classifier for solvability of procedurally generated 2D game maps,...	22	Experimental	—	Jupyter Notebook
56	rawqubit/Image-Classifier Transfer learning image classifier built with TensorFlow/Keras for...	22	Experimental	—	JavaScript
57	tonylay7/bouldering_route_classification A third year project that revolves around classification of climbing routes...	22	Experimental	19	Jupyter Notebook
58	lorenzobrigato/gem A Pytorch-based library to evaluate learning methods on small image...	22	Experimental	16	Jupyter Notebook
59	ndb796/Small-ImageNet-Validation-Dataset-1000-Classes This is a subset of the ImageNet validation dataset. This dataset has 5...	22	Experimental	10	Jupyter Notebook
60	rizalsimb1/chat-engine A complete image classification pipeline using PyTorch and torchvision....	22	Experimental	—	Python
61	lyh983012/ES-imagenet-master code for generating data set ES-ImageNet with corresponding training code	21	Experimental	31	Jupyter Notebook
62	vovod/pytorch-who-is-that-pokemon All 151 classes pokemon Gen1 classification with torchvision model.	21	Experimental	15	Python
63	bhavul/Caltech-101-Object-Classification Multiple approaches tried for Object classification on Caltech 101 Dataset	20	Experimental	7	Jupyter Notebook
64	serpapi/serapis-ai-image-classifier Automatic Image Classification from SERP Data	20	Experimental	27	Python
65	BenediktAlkin/ImageNetSubsetGenerator Creates subsets of ImageNet (e.g. ImageNet100)	20	Experimental	13	Python
66	SupratikB23/Arabic-Dates-Classification A deep learning project built with PyTorch that classifies different...	20	Experimental	1	Jupyter Notebook
67	Acbarakat/CrystalVision Image classification of the Final Fantasy Trading Card Game cards based on...	20	Experimental	1	Jupyter Notebook
68	Nikki-oo7/cnn-image-classification-pytorch Image classification using custom CNN and ResNet-18 with transfer learning.	19	Experimental	—	Python
69	ghosteater1311/Classical-Feature_Image-Classification A classical (non-deep-learning) machine learning pipeline for image...	19	Experimental	—	Jupyter Notebook
70	paulaep/computer-vision-transfer-learning Transfer learning experiments for image classification (TensorFlow/Keras)	19	Experimental	—	—
71	AbhinavS0201/ArchaeoMind ArchaeoMind is a CNN-based deep learning project for archaeological artifact...	19	Experimental	—	Jupyter Notebook
72	QAnh299/Rainbow_NCKH_2024-2025 Dự án nghiên cứu khoa học sinh viên HVNH 2024 - 2025	18	Experimental	3	Jupyter Notebook
73	cvjena/deic Benchmark for Data-Efficient Image Classification	18	Experimental	23	Jupyter Notebook
74	AmirhosseinHonardoust/Image-Classification-CNN Image classification with PyTorch using Convolutional Neural Networks...	18	Experimental	28	Python
75	Cassini-chris/Transfer-Learning-Image-Classification_Disney Image Classification Model using Transfer-Learning (MobileNetV2) running on...	17	Experimental	3	HTML
76	HanFu1019/Swedish-Bird-Image-Classification FRTN70-Project in Systems, Control and Learning in 2024 VT/Spring @ LTH,...	16	Experimental	4	Python
77	Atashnezhad/DrillBitVision This repository contains code for training a convolutional neural network...	16	Experimental	3	Jupyter Notebook
78	jesptri/Beeeesss A deep learning hackathon project focused on bee species image...	16	Experimental	2	Jupyter Notebook
79	AI4DM/ImageClassification-DeepCNN Deep Convolutional Neural Networks (CNNs) for Image Classifications and...	16	Experimental	1	Jupyter Notebook
80	thinhuos0913/neural_network_coding Building a deep neural network and apply to image classification problem.	16	Experimental	3	Jupyter Notebook
81	IvanPizarroQ/BA_CNN Implementation of BA-CNN paper	16	Experimental	1	HTML
82	aliemad5/Keras-custom-image-deep-learning-code This project is a convolutional neural network built in Keras/TensorFlow and...	15	Experimental	—	—
83	TruongNV-hut/AIcandy_MobileNet_ImageClassification_gargdlos MobileNet for Image Classification	15	Experimental	28	Python
84	07fahim/Popular-Bangladeshi-Landmarks-Recognizer An Image Recognizer for Popular Bangladeshi Landmarks	15	Experimental	—	Jupyter Notebook
85	muhammedshihab1001/Image_Classification Indoor vs Outdoor Image Classification using CNN (MobileNetV2)	15	Experimental	—	Jupyter Notebook
86	AlwaysDhruv/Image-Classification-CPP Hi their my self Dhruv. So this repository or project are developed on C++...	15	Experimental	5	C++
87	alyssahusna44/poai-image-classification An implementation of an AI model that classifies animal subspecies. The...	15	Experimental	—	Jupyter Notebook
88	sangnguyen2803/mlcv-ms-coco-challenge Multi-label classification on the MS COCO dataset using state-of-the-art...	15	Experimental	1	Python
89	kantkrishan0206-crypto/CNNVision cnn image recognition	15	Experimental	—	Jupyter Notebook
90	manojrameshdev/Architectural_classification_with_Ai Ai-powered computer vision system that classifies architectural structures...	14	Experimental	—	Python
91	NSGCommando/image-classifier-cnn Basic Image Classifier using CNN, trained on the MNIST dataset, implemented...	14	Experimental	—	Python
92	Vinaya-2003/image-classification-svm Multi-class image classification using SVM — Birds, Butterfly, Flowers, Fruits	14	Experimental	—	Jupyter Notebook
93	XC0ID/Pokemon-Image-Classification A Pokémon image classification project using deep learning techniques to...	14	Experimental	—	Jupyter Notebook
94	haddriax/ModelNet-classifier WIP - A classifier for 3D shapes from the ModelNet10 dataset. The project...	14	Experimental	—	Python
95	barzansaeedpour/object-localization-and-classification-with-one-network This repository contains code and resources for performing object...	14	Experimental	9	Jupyter Notebook
96	saitejasrivilli/ad-creative-scorer Multimodal ad creative quality scorer — MXNet/GluonCV ResNet-50 + BiLSTM...	14	Experimental	—	Jupyter Notebook
97	saiyedduri/Scientific-computing-project Scalable Deep Learning project: ResNet-50 Multi-Class Image...	14	Experimental	4	Jupyter Notebook
98	tbhvishal/Image-Classification-By-Machine-Learning-Using-Python-AICTE-Internship-Project This project is a Streamlit application designed to perform image...	14	Experimental	16	Python
99	TruongNV-hut/AIcandy_Efficientnet_ImageClassification_rlbyvacq Efficientnet for Image Classification	14	Experimental	7	Python
100	SuzzieA/image_based_marketing_analytics Image classification using TensorFlow to simulate visual marketing analysis...	14	Experimental	—	Jupyter Notebook
101	nnssprasad97/multi_class_image_classifier End-to-end multi-class image classifier using MobileNetV2 transfer learning,...	14	Experimental	—	Python
102	jaychampaneri14/cnn-image-classifier Custom CNN architecture for image classification with data augmentation	14	Experimental	—	—
103	puneetsurya/Ensemble-model-on-mura-dataset Trained and built various CNN models on MURA dataset and compared using...	14	Experimental	1	HTML
104	Mushrum-mmb/Simple-AI-Image-Classification This is my first AI application that performs image classification using...	13	Experimental	2	Python
105	TruongNV-hut/AIcandy_AlexNet_ImageClassification_uddrlyxa AlexNet for Image Classification	13	Experimental	8	Python
106	TruongNV-hut/AIcandy_ResNet50_ImageClassification_ibuyesha ResNet50 for Image Classification	13	Experimental	8	Python
107	yihong1120/Image-Classification-with-EfficientNetV2 This repository contains code for an image classification model using...	13	Experimental	6	Jupyter Notebook
108	NavodPeiris/MobileNet_96x96_greyscale_weights weights of MobileNetV1 and MobileNetV2 trained on greyscale images. supports...	13	Experimental	7	—
109	Snipeur060/Yoshi-Ai-recognize This ai aims to find the Yoshi in a photo from a pre trained model	13	Experimental	2	Python
110	Gurneet1928/AnimalVision-DirectML An Image Classification Project model built using PyTorch and DirectML...	12	Experimental	3	Jupyter Notebook
111	adilsiraju/Architecture-Style-Classifier A modern web application that classifies architectural styles from uploaded...	12	Experimental	1	HTML
112	REFATESHAQ/PIDC-NN_MinerNet Deep Learning Algorithm for Computer Vision with a New Technique and...	12	Experimental	4	MATLAB
113	Md-Emon-Hasan/ML-Project-Image-Classifier-using-Flask 🔍 Flask-based web application for image classification. The application...	12	Experimental	3	CSS
114	mohdmot/CustomClassifier reinforcement neural network using resnet50	12	Experimental	4	Jupyter Notebook
115	oscarlee711/deep-learning-image-classification-neural-network This is the project to construct a deep forward neural network to solve an...	12	Experimental	4	Jupyter Notebook
116	TruongNV-hut/AIcandy_GoogleNet_ImageClassification_issabxru Applying GoogLeNet for image classification	12	Experimental	16	Python
117	ervin-kiose/image-classification-ml Binary image classification using CNN, MLP, SVM, Random Forest, kNN, and...	11	Experimental	—	Jupyter Notebook
118	redoh/ai-image-classifier 🖼️ Image classification microservice with CNN and transfer learning	11	Experimental	—	—
119	Hassan-Djidda/Create-an-Image-Classifier A project that let you create an Image Classifier based on fully-connected...	11	Experimental	—	Jupyter Notebook
120	AlwaysDhruv/Image-Classification-PY So this project are work for recognize the object that are in image using...	11	Experimental	5	Python
121	andresmg07/landscape-recognizer Supervised ML classification algorithm implemented through pattern...	11	Experimental	2	Python
122	Layerex/keras-image-classification-wrapper A thin wrapper around keras image classification applications.	11	Experimental	—	Python
123	ginesmoratalla/one-piece-classifiers One Piece image classifiers using different Deep Learning Techniques (just a...	11	Experimental	—	Jupyter Notebook
124	SyedaFatima002/ImageClassificationUsing3models_AI Image classification done on a dataset with 10 classes using 3 different...	11	Experimental	—	—
125	caffeine-addictt/picture-recognition-ai My second attempt at picture AI, training and predicting	10	Experimental	1	Python
126	opixelum/convopy Image classifier built in Python.	10	Experimental	1	Jupyter Notebook
127	RazerArdi/MachineLearning---Image-classification Project Akhir DBS - Dcoding	10	Experimental	1	Jupyter Notebook
128	phreakyphoenix/Landmark-Detection-and-Tracking-SLAM Landmark Detection and Robot Tracking (SLAM) made with :heart: in Pytorch	10	Experimental	1	Jupyter Notebook
129	sayan-d99/Shape-Classifiication-Using-CNN-Keras A Convolutional Neural Network trained to classify filled shapes of four...	10	Experimental	1	Jupyter Notebook
130	cxz1276316542/mixunet A Classified Backbone Model Mixed with Transformer and CNN（一个混合Transformer...	10	Experimental	1	—