CIFAR 10 Image Classification ML Frameworks

Educational projects focused on classifying images from the CIFAR-10 dataset using CNNs and related techniques. Includes hyperparameter tuning, transfer learning, and architectural variations applied specifically to CIFAR-10. Does NOT include general image classification frameworks, other datasets (CIFAR-100, MNIST), or production deployment tools.

There are 111 cifar 10 image classification frameworks tracked. 9 score above 50 (established tier). The highest-rated is raghakot/keras-resnet at 51/100 with 1,393 stars.

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#	Framework	Score	Tier	Stars	Language
1	raghakot/keras-resnet Residual networks implementation using Keras-1.0 functional API	51	Established	1,393	Python
2	titu1994/DenseNet DenseNet implementation in Keras	51	Established	709	Python
3	liuzhuang13/DenseNet Densely Connected Convolutional Networks, In CVPR 2017 (Best Paper Award).	51	Established	4,855	Lua
4	BIGBALLON/cifar-10-cnn Play deep learning with CIFAR datasets	51	Established	839	Python
5	bamos/densenet.pytorch A PyTorch implementation of DenseNet.	51	Established	842	Python
6	gpleiss/efficient_densenet_pytorch A memory-efficient implementation of DenseNets	51	Established	1,539	Python
7	kratzert/finetune_alexnet_with_tensorflow Code for finetuning AlexNet in TensorFlow >= 1.2rc0	51	Established	782	Jupyter Notebook
8	jaxony/ShuffleNet ShuffleNet in PyTorch. Based on https://arxiv.org/abs/1707.01083	50	Established	295	Python
9	amirassov/kaggle-imaterialist The First Place Solution of Kaggle iMaterialist (Fashion) 2019 at FGVC6	50	Established	485	Python
10	creafz/pytorch-cnn-finetune Fine-tune pretrained Convolutional Neural Networks with PyTorch	48	Emerging	725	Python
11	FrancescoSaverioZuppichini/ResNet Clean, scalable and easy to use ResNet implementation in Pytorch	48	Emerging	217	Jupyter Notebook
12	duggalrahul/AlexNet-Experiments-Keras Code examples for training AlexNet using Keras and Theano	47	Emerging	107	Jupyter Notebook
13	iduta/iresnet Improved Residual Networks (https://arxiv.org/pdf/2004.04989.pdf)	45	Emerging	249	Python
14	weiaicunzai/pytorch-cifar100 Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3,...	43	Emerging	4,755	Python
15	shicai/DenseNet-Caffe DenseNet Caffe Models, converted from https://github.com/liuzhuang13/DenseNet	43	Emerging	361	—
16	Poyu123/CNN-application-on-CRFAR10-picture-distinguish A hands-on TensorFlow image recognition project teaching a computer to...	43	Emerging	12	Python
17	tysam-code/hlb-CIFAR10 Train to 94% on CIFAR-10 in <6.3 seconds on a single A100. Or ~95.79% in...	42	Emerging	1,300	Python
18	deep-diver/CIFAR10-img-classification-tensorflow image classification with CIFAR10 dataset w/ Tensorflow	42	Emerging	142	Jupyter Notebook
19	ddlee-cn/awesome_cnn A collection of CNN structures, contains PyTorch Implementation and Netscope...	42	Emerging	44	Python
20	Sakib1263/TF-1D-2D-ResNetV1-2-SEResNet-ResNeXt-SEResNeXt Models supported: ResNet, ResNetV2, SE-ResNet, ResNeXt, SE-ResNeXt [layers:...	41	Emerging	44	Jupyter Notebook
21	RubixML/CIFAR-10 Use the famous CIFAR-10 dataset to train a multi-layer neural network to...	41	Emerging	59	PHP
22	jhkim89/PyramidNet Torch implementation of the paper "Deep Pyramidal Residual Networks"...	39	Emerging	129	Lua
23	henrysky/Galaxy10 A CIFAR10-like galaxy image dataset	37	Emerging	44	Python
24	nachiket273/pytorch_resnet_rs Pytorch implementation of "Revisiting ResNets: Improved Training and Scaling...	37	Emerging	36	Python
25	Sakib1263/DenseNet-1D-2D-Tensorflow-Keras Models Supported: DenseNet121, DenseNet161, DenseNet169, DenseNet201 and...	37	Emerging	16	Jupyter Notebook
26	Sakib1263/MobileNet-1D-2D-Tensorflow-Keras Supported Models: MobileNet [V1, V2, V3_Small, V3_Large] (Both 1D and 2D...	36	Emerging	13	Jupyter Notebook
27	Sakib1263/Inception-InceptionResNet-SEInception-SEInceptionResNet-1D-2D-Tensorflow-Keras Models Supported: Inception [v1, v2, v3, v4], SE-Inception, Inception_ResNet...	35	Emerging	37	Jupyter Notebook
28	james77777778/keras-image-models A library that includes Keras3 layers, blocks and models with pretrained...	35	Emerging	47	Python
29	Sakib1263/VGG-1D-2D-Tensorflow-Keras Models Supported: VGG11, VGG13, VGG16, VGG16_v2, VGG19 (1D and 2D versions...	31	Emerging	17	Jupyter Notebook
30	sondosaabed/Image-Modeling-with-Keras Understanding images as data, training CNNs, and optimizing their...	31	Emerging	16	Jupyter Notebook
31	mftnakrsu/CIFAR100-CNN-PyTorch inzva Applied AI Study Group #5 - August 2021 Homework-1	30	Emerging	6	Jupyter Notebook
32	AnasBrital98/CNN-From-Scratch In this repository you will find everything you need to know about...	30	Emerging	20	—
33	purvanshjoshi/Noble-Ensemble-Technical-Suite Advanced Machine Learning Suite for Fault Diagnostics and 397-Class Scene...	29	Experimental	1	Python
34	dhanushkamath/CIFAR-10 An IPython notebook demonstrating the process of Transfer Learning using...	28	Experimental	8	Jupyter Notebook
35	L-I-M-I-T/CV_CIFAR10 分别使用KNN和SVM在CIFAR10数据集上进行物体分类任务，后续加入了HOG特征提取对图像做预处理，提高SVM的分类性能。	28	Experimental	15	Python
36	knjcode/mxnet-finetuner An all-in-one Deep Learning toolkit for image classification to fine-tuning...	28	Experimental	106	Jupyter Notebook
37	kadirnar/Pyorch-LeNet5 PyTorch implementation of LeNet5	27	Experimental	12	Python
38	TheodorEmanuelsson/CIFAR10-competition_model Keras implementation of a model for the in-class competition in Neural...	26	Experimental	3	HTML
39	avijit-jana/cnn-architectures-benchmark A comparative benchmark of popular Convolutional Neural Network...	24	Experimental	2	Jupyter Notebook
40	pablo-reyes8/pytorch-cnn-architectures Implementation of iconic convolutional neural networks — LeNet-5, AlexNet,...	24	Experimental	3	Python
41	ataturhan21/Cifar10-Image-Classification Convolutional Neural Network for CIFAR-10 image classification with data...	23	Experimental	31	Jupyter Notebook
42	Sheaantisocial810/pytorch-mobilenet-efficiency 🚀 Explore CNN efficiency with PyTorch implementations of MobileNetV1 and V2,...	22	Experimental	—	Python
43	ghosteater1311/CNN_from_Scratch_in_CIFAR10 This repository studies and implements CNNs from scratch and use pytorch to...	22	Experimental	—	Jupyter Notebook
44	RafiShaik-AI/modular-image-classification-framework A modular deep learning framework for training and evaluating image...	22	Experimental	—	Python
45	code-alchemist01/CIFAR10-Deep-Learning-Comparison-- 🖼️ CIFAR10 image classification project comparing ResNet18, ResNet34, and...	22	Experimental	9	Python
46	MinhLuong-077/IE229.Artificial-Intelligence pytorch	22	Experimental	2	Jupyter Notebook
47	AyushPaul28/CIFAR10-Deep-Learning-Comparison-- 🖼️ Compare deep learning models on the CIFAR10 dataset with an interactive...	21	Experimental	—	HTML
48	ArpitChaudhary1/100-Class-Image-Recognition Deep learning powered 100 class image classifier optimized using Keras Tuner...	21	Experimental	—	Jupyter Notebook
49	LCZ-ctrl/cifar10-vgg16 Classification of the CIFAR-10 dataset implemented in VGG-16 using PyTorch.	21	Experimental	—	Python
50	thejvdev/dl-inception-models Repository for Comparing Inception v3 and Inception v4 Architectures	21	Experimental	—	Jupyter Notebook
51	v-garzon/torchresidual Flexible residual connections for PyTorch with a clean API. Build complex...	21	Experimental	—	Python
52	AshkanGanj/CIFAR-10-classification-with-ConvNet-Architecture CIFAR image classification with convolutional network architecture	20	Experimental	7	Jupyter Notebook
53	gorkemgul/VGG-Hub A comprehensive collection of PyTorch implementations for the VGG (Visual...	20	Experimental	7	Python
54	matin-ghorbani/Inception-Net-from-Scratch Inception Net Implementation from Scratch using PyTorch	20	Experimental	7	Python
55	Shikha-code36/early-exit-cnn A deep learning framework that implements Early Exit strategies in...	20	Experimental	7	Jupyter Notebook
56	dwday/lbp_tensorflow_python Fast Local Binary Patterns using TensorFlow	20	Experimental	7	Jupyter Notebook
57	matin-ghorbani/VGGNet-PyTorch Implement VGGNet from scratch using PyTorch	20	Experimental	6	Python
58	shervinnd/CIFAR-10-Image-Classification-with-CNN Description: Dive into this exciting project that builds a CNN with...	20	Experimental	3	Jupyter Notebook
59	junaidaliop/MobileNetV4 PyTorch replication of the MobileNetV4 Model	20	Experimental	8	Python
60	abhishek-kathuria/CIFAR100-Image-Classification Classify CIFAR-100 images using CNN, ResNet and transfer learning using PyTorch	20	Experimental	11	Jupyter Notebook
61	swarajkumarsingh/cnn-cifar-classification-model Cifar classification model using Pytorch CNN module with ResNet9 model, with...	20	Experimental	8	Jupyter Notebook
62	AmirAAZ818/Transfer-Learning-Optimization Implementation of normalization techniques (BatchNorm, LayerNorm, FRN) and...	19	Experimental	2	Jupyter Notebook
63	0-mostafa-rezaee-0/CNN__Convolutional-Neural-Network End-to-end implementation of Convolutional Neural Networks (CNNs) for image...	19	Experimental	2	Jupyter Notebook
64	shahin-ro/CIFAR-10-Image-Detection A simple CNN model for classifying 10 image categories (e.g., airplanes,...	19	Experimental	2	Jupyter Notebook
65	elifirinci/cifar-10 This project explores the concept of transfer learning using the CIFAR-10...	19	Experimental	2	Jupyter Notebook
66	arm-on/interpretable-image-classification Interpretability methods applied on image classifiers trained on MNIST and CIFAR10	18	Experimental	24	Jupyter Notebook
67	Anusha-me/Statistical_design_of_experiement-CIFRA-10 Hyperparameter tuning of a Convolutional Neural Network (CNN) for CIFAR-10...	18	Experimental	1	—
68	NightInsight/MachineLearning_CNN_CV Создание и обучение сверточной нейронной сети (CNN) для классификации...	18	Experimental	2	—
69	yasin-peker/Training-Artificial-Neural-Network In this project, I performed experiments on artificial neural network (ANN)...	17	Experimental	1	Jupyter Notebook
70	AliHamzaAzam/image-classification-cnn CNN implementation for CIFAR-10 image classification with hyperparameter...	17	Experimental	—	Jupyter Notebook
71	Ayaan-Ali-Khan/ILSVRC-Winner-CNN-Architectures-with-Keras A hands-on exploration of landmark CNN architectures (LeNet, AlexNet, VGG,...	17	Experimental	—	Jupyter Notebook
72	AliKHaliliT/BResNet16D-Family Bottleneck ResNet16 Networks with Enhanced Architecture	17	Experimental	1	—
73	Amirali-SoltaniRad/cifar100-classification A comprehensive PyTorch project for image classification on CIFAR-100 using...	15	Experimental	5	Jupyter Notebook
74	lakshaybamel/cifar10-cnn-vs-ml-comparison Comparison of traditional machine learning models and CNN on CIFAR-10,...	14	Experimental	—	Jupyter Notebook
75	suryansh458/deep-learning-cifar10-routing-net 🖼️ Implement a Routed CNN for CIFAR-10 image classification, showcasing...	14	Experimental	—	Python
76	juliana-ng/CIFAR-10-image-classification Deep Neural Network (DNN) and Convolutional Neural Network (CNN) trained to...	14	Experimental	—	HTML
77	mzquadri/CNN-Image-Classification-PyTorch Custom CNN for CIFAR-10 image classification built from scratch with PyTorch...	14	Experimental	—	Python
78	Sondreespe/grayscale-image-recognition Image recognition modeling of grayscale images.	14	Experimental	—	Jupyter Notebook
79	Moez-lab/cifar10-image-classifier 🧠 A deep learning project using TensorFlow to classify CIFAR-10 images with...	13	Experimental	—	Jupyter Notebook
80	jaychampaneri14/resnet-fine-tuning ResNet fine-tuning toolkit for custom classification tasks	13	Experimental	—	—
81	HeyLongHoang/VGG16_CIFAR-10_pytorch Pytorch implementation of VGG16 on CIFAR-10 \| 90% accuracy	13	Experimental	9	Jupyter Notebook
82	AliKHaliliT/ResNet18-2DD Custom ResNet18 2D Network with Improved Architecture	13	Experimental	—	Python
83	Yuval-Vino/CIFAR10-classification Building deep learning architecture to classify CIFAR10 data set	13	Experimental	—	HTML
84	hortus-neu/cifar10-resnet--flask-inference Transfer learning with ResNet18 on CIFAR-10 and deployment as a Flask...	13	Experimental	—	Python
85	hoanglechau/channelwise-attention-residual-networks-dl This project implements a Squeeze-and-Excitation Residual Network...	13	Experimental	—	Jupyter Notebook
86	jaychampaneri14/transfer-learning-classifier Fine-tune pretrained models (ResNet, EfficientNet) on custom datasets	13	Experimental	—	—
87	KianaAbrisham/mlp-pytorch-classifier PyTorch MLP for tabular classification with early stopping	13	Experimental	—	Jupyter Notebook
88	sezer-muhammed/Resnet10EncoderMLPElementWiseFused Optimized implementation of a ResNet10 encoder with fused element-wise...	13	Experimental	—	Python
89	AliKHaliliT/BResNet16-2Plus1DD Bottleneck ResNet16 3D Network using Conv2Plus1D layers with Enhanced Architecture	13	Experimental	—	Python
90	SrujayReddy/LeNet-5-CNN-for-Scene-Recognition The project involves implementing and customizing a convolutional neural...	13	Experimental	3	Python
91	Ahmed-Habashy/calculate-Inception-Score-for-CIFAR-10-in-Keras This code calculates the Inception Score for the CIFAR-10 dataset using...	12	Experimental	5	Jupyter Notebook
92	neil-ab/resnet-transfer-learning Transfer learning by fine-tuning a ResNet-18 model on CIFAR-100	12	Experimental	5	Jupyter Notebook
93	emircanmurat/ai-image-processing-final-project AI Image Processing Workshop final project: Binary classification of...	12	Experimental	1	Jupyter Notebook
94	mjmaher987/CIFAR-10-Image-Classification-using-PyTorch Simple Classification of CIFAR-10 Images using CNNs	12	Experimental	5	Jupyter Notebook
95	ShafaghRastegari/Cifar10-Image-Separation The model takes as input an image created by averaging two random samples...	11	Experimental	3	Jupyter Notebook
96	lloydaxeph/imagenet_cnn_implementation Simple implementation of the paper "ImageNet Classification with Deep...	11	Experimental	3	Python
97	Kein-Internet/Sea-Turtle-Identification-Neural-Nets This repo compares performance accuracy of a CNN model with three different...	11	Experimental	—	Jupyter Notebook
98	truongng201/UROP-CNN CIFAR-10 Classification with Convolutional Neural Networks (UROP)	11	Experimental	—	Jupyter Notebook
99	AliKHaliliT/ResNet18D-Family Custom ResNet18 Networks with Improved Architecture	11	Experimental	—	—
100	felipelodur/ConvNet-CIFAR-10 Project developed as coursework for Udacity "Deep Learning Fundamentals" Nanodegree	11	Experimental	3	Jupyter Notebook
101	NevilleMthw/CIFAR-10-Project This repository contains all information regarding my deep learning project.	11	Experimental	—	HTML
102	Kmohamedalie/DTM-Machine_Learning_final_Project Machine learning final project	11	Experimental	—	CSS
103	imgabrieldev/CNN-CIFAR10 🖼️ CIFAR-10 \| Convolutional Neural Network (CNN)	11	Experimental	4	Jupyter Notebook
104	Ashutosh-Mishra21/CNN_models A CNN-based image segmentation project implementing LeNet, AlexNet, and...	11	Experimental	2	Jupyter Notebook
105	EumgillAI/AlexNet-pytorch 🚀AlexNet Model by Pytorch	11	Experimental	—	Python
106	rutujaingole/Deep-Learning-ECE-7123-2025-Spring-Mini-Project Custom ResNet model from scratch trained on CIFAR-10 for Image...	11	Experimental	—	Jupyter Notebook
107	himanshumahajan138/TransferVision Transfer learning for image classification using pre-trained models like...	11	Experimental	—	Jupyter Notebook
108	pilgrimtabby/ml-image-classifier Convolutional neural network made using Keras that classifies images from...	11	Experimental	—	Jupyter Notebook
109	pramodyasahan/PyTorchCIFAR10 This project implements a Convolutional Neural Network (CNN) to classify...	11	Experimental	—	Jupyter Notebook
110	perkdrew/image_classification An image classification project using the CIFAR dataset	11	Experimental	—	Jupyter Notebook
111	rtkervi/cifar10-classifier Classifier for the CIFAR-10 dataset using CNN	11	Experimental	—	—

Comparisons in this category

densenet.pytorch and efficient_densenet_pytorch (51 vs 51) densenet.pytorch and DenseNet (51 vs 51) cifar-10-cnn and CIFAR10-img-classification-tensorflow (51 vs 42)