Fashion MNIST Classification ML Frameworks

CNN-based image classification projects using Fashion MNIST and similar fashion datasets for garment categorization. Does NOT include fashion recommendation systems, general computer vision frameworks, or non-fashion image classification tasks.

There are 61 fashion mnist classification frameworks tracked. 2 score above 50 (established tier). The highest-rated is open-mmlab/mmfashion at 51/100 with 1,358 stars.

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#	Framework	Score	Tier	Stars	Language
1	open-mmlab/mmfashion Open-source toolbox for visual fashion analysis based on PyTorch	51	Established	1,358	Python
2	zalandoresearch/fashion-mnist A MNIST-like fashion product database. Benchmark :point_down:	51	Established	12,667	Python
3	levindabhi/cloth-segmentation This repo contains code and a pre-trained model for clothes segmentation.	49	Emerging	668	Python
4	liuziwei7/fashion-detection Fashion Detection in the Wild (Deep Clothes Detector)	42	Emerging	494	MATLAB
5	zhengyima/mnist-classification Pytorch、Scikit-learn实现多种分类方法，包括逻辑回归（Logistic...	42	Emerging	444	Python
6	IBM/Fashion-MNIST-using-FfDL Train your Fashion MNIST model with FfDL on Kubernetes with GPU	38	Emerging	9	JavaScript
7	aakashjhawar/dress-pattern-recognition-using-CNN An image recognition model which is capable of identifying the pattern on a...	37	Emerging	21	Jupyter Notebook
8	glami/glami-1m The largest multilingual image-text classification dataset. It contains...	36	Emerging	77	Jupyter Notebook
9	Cerenaut/Preprocess-CIFAR Preprocess CIFAR dataset, creating a set of images.	34	Emerging	3	Jupyter Notebook
10	abhi-patil20/Keras-ImageClassifier We will use keras fashion MNIST dataset. This consist of 60000 28X28 pixel...	34	Emerging	7	Jupyter Notebook
11	Arfazrll/CA-Modul03-HandsOn Deep Learning platform with interactive CNN and MobileNetV2 visualizations....	34	Emerging	3	Jupyter Notebook
12	zekeriyyaa/MaskRCNN-Modanet-Fashion-Segmentation-and-Classification Using modanet fashion dataset, the clothes images were classified under 5...	33	Emerging	81	Python
13	primaryobjects/fashion The Fashion-MNIST dataset and machine learning models.	31	Emerging	24	R
14	pubkey/fashion-segmentation A tensorflow model for segmentation of fashion items out of multiple product images	30	Emerging	46	Python
15	ilias-ant/fashion-mnist-classification Using MLPs and CNNs to classify Fashion-MNIST items.	30	Emerging	6	Jupyter Notebook
16	Kalashi-Saed-Collaborations/MCNN-14-Fashion-Image-Classification Implementation of the MCNN-14 model for fashion image classification,...	27	Experimental	2	Jupyter Notebook
17	francbianc/clothing_instance_segmentation A supervised Deep Learning approach to clothing instance segmentation with Mask R-CNN	26	Experimental	23	Jupyter Notebook
18	xoraus/FashionNet Learn to build a Fashion Classifier using Convolutional Neural Network.	25	Experimental	11	Jupyter Notebook
19	bshtmichielsen/clothing_sorter Sorting images of attire using classification.	23	Experimental	1	Jupyter Notebook
20	Vishnu-Kota/Clothing-Outfit-Detection Clothing Outfit Detection model built using Neural Networks like ResNet and FastAI.	22	Experimental	2	Jupyter Notebook
21	KavinKohli/fashion-mnist-cnn A convolutional neural network (CNN) built from scratch in PyTorch to...	22	Experimental	1	Jupyter Notebook
22	ramonus/julia-cnn Simple CNN for FashionMNIST classification	21	Experimental	1	Julia
23	khanmhmdi/FashionMNIST-pytorch-Model-Implementation This repository contains deep learning models on FashionMNIST(state-of-art dataset).	21	Experimental	12	Jupyter Notebook
24	MahanVeisi8/FashionTagger Upload your fashion images and get detailed labels, such as category, color,...	21	Experimental	13	Jupyter Notebook
25	toroleapinc/fashion-classifier fashion-mnist with ResNet + mixup augmentation	21	Experimental	—	Python
26	fbi555/fashion-mnist-cnn-tf 🧵 Classify fashion images using a compact CNN model in TensorFlow/Keras,...	21	Experimental	—	HTML
27	shinjitsue/fashion-mnist-cnn-pytorch A comprehensive deep learning project implementing and comparing multiple...	20	Experimental	3	Python
28	hugo-42/fashion-mnist-cnn-tf CNN on Fashion-MNIST with TensorFlow/Keras. Colab-ready notebook + GitHub...	20	Experimental	1	HTML
29	Sn-St/fashion_app AI-powered fashion analysis app using computer vision and machine learning	19	Experimental	—	Python
30	AryaKoureshi/shallow-cnn-image-classification This repository contains a Jupyter notebook implementing the shallow CNN...	19	Experimental	2	Jupyter Notebook
31	aman-17/tshirt-segmentation-using-mrcnn Tshirt instance segmentation using MRCNN.	17	Experimental	1	—
32	PapageorgiouMarios/MNIST-Digit-Classification Comparative exploration of MLP, CNN, and MobileNetV2 algorithms for MNIST...	17	Experimental	—	Jupyter Notebook
33	TrisNol/Fashion-Product-Classification Classify fashion products based on a neural-network by providing an image of...	17	Experimental	1	TypeScript
34	ahmad-albasha/Digits-Classification-Using-SVM-and-HOG-Features A machine learning pipeline for classifying handwritten digits using SVM on...	14	Experimental	—	Jupyter Notebook
35	Chlsim/ClassifyingShoes Deep Learning project using PyTorch to classify shoe image pairs. Features...	14	Experimental	—	Jupyter Notebook
36	nonbinary00/cnn-image-classification-api Early ML project: CNN trained on FashionMNIST + FastAPI inference API.	14	Experimental	—	Jupyter Notebook
37	adabyt/cnn-transfer-learning-fashion-mnist Transfer learning applied to Fashion MNIST using MobileNetV2. This project...	13	Experimental	—	Python
38	fratdyt/Shoe-Sandal-Boot-Prediction Shoe, Sandal, And Boot Prediction using DCNN (Deep Learning) - Collage	13	Experimental	—	Jupyter Notebook
39	DolapoSalim/filadentification this repo contain the files and script for the image classification model of...	13	Experimental	—	Jupyter Notebook
40	Brossend/fashion-mnist-cnn Классификация изображений Fashion MNIST с помощью сверточной нейронной сети...	13	Experimental	—	Python
41	imehranasgari/DL_MLP_VS_CNN_Classification A complete benchmark comparing Dense (MLP) vs. CNN architectures on image...	13	Experimental	—	Jupyter Notebook
42	Saif044/Traditional_Clothing_Recognition A neural network model for classifying traditional clothing	13	Experimental	—	Jupyter Notebook
43	OlaPietka/Multi-Label-Classification Mulit-label classification model that’s capable of detecting clothes and...	12	Experimental	6	Python
44	gvarun20/PYtorch regression and classification of different dataset	12	Experimental	6	Jupyter Notebook
45	salman-shah-ai/Fashion-MNIST-Model This Jupyter Notebook demonstrates a complete deep learning workflow for...	12	Experimental	1	Jupyter Notebook
46	rainalexotl/deepfashion-image-classification DeepFashion Image Classification is a project for deep learning-based...	12	Experimental	3	Jupyter Notebook
47	mahdi-darvish/Convolutional-Neural-Network-on-Fashion-MNIST CNN Modeling on Fashion MNIST dataset. 80% Accuracy on three epochs.	12	Experimental	6	Jupyter Notebook
48	apsinghAnalytics/KerasCNNFashionClassifier Fashion Classifier using CNN in Keras for the fashion_mnist dataset.	11	Experimental	—	Jupyter Notebook
49	FareedKhan-dev/Clothing-Classification-with-TensorFlow-and-Keras This repository uses TensorFlow and Keras to classify clothing items. It...	11	Experimental	—	—
50	daimakram/MNIST_NN Fashion MNIST dataset classification using Foward and Backward propagation...	11	Experimental	—	Python
51	RafinGazi/image-classification-cnn-comparison Comparison of dense neural networks and CNN architectures for image...	11	Experimental	—	Jupyter Notebook
52	siliconsagenerd/Fashion-CV-Project CNN vs. Random Forest on Fashion-MNIST (28×28 grayscale). Developed for the...	11	Experimental	—	Python
53	IftikharIfti/Apparel-Mind A clothing classification app using FastAI and Gradio, capable of...	11	Experimental	—	Jupyter Notebook
54	javaidiqbal11/pattern-recognition-cloths The goal is to build a model that can classify different clothing patterns,...	11	Experimental	3	Jupyter Notebook
55	Oltink/cnn-lr-schedulers Comparing different learning rate schedulers on a reduced CNN using PyTorch...	11	Experimental	—	Jupyter Notebook
56	debdattasarkar/Image-Classification-with-CNN-in-TensorFlow Image Classification with Convolutional Neural Networks in TensorFlow:...	11	Experimental	4	Jupyter Notebook
57	omkarpattnaik8080/ClothingClassification "Developing a deep learning model for fashion classification, distinguishing...	11	Experimental	4	Jupyter Notebook
58	cyberfantics/fashion-mnist-prediction This web app classifies clothing items from the Fashion MNIST dataset using...	10	Experimental	2	Jupyter Notebook
59	Kamii114/Fashion-Image-Classification-on-Maryland-Polyvore This repository showcases a comprehensive approach to fashion image...	10	Experimental	2	Jupyter Notebook
60	mrifkikurniawan/multi-label-classification Multi-label Classifier Trainer with PyTorch Lightning	10	Experimental	2	—
61	NicholasDominic/Fashion-MNIST-with-ConvNet Artificial Intelligence: Convolution Neural Network (CNN) \| Programming...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

fashion-mnist and fashion (51 vs 31)