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 44 fashion mnist classification frameworks tracked. 1 score above 50 (established tier). The highest-rated is zalandoresearch/fashion-mnist at 51/100 with 12,667 stars.

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#	Framework	Score	Tier	Stars	Language
1	zalandoresearch/fashion-mnist A MNIST-like fashion product database. Benchmark :point_down:	51	Established	12,667	Python
2	open-mmlab/mmfashion Open-source toolbox for visual fashion analysis based on PyTorch	44	Emerging	1,358	Python
3	levindabhi/cloth-segmentation This repo contains code and a pre-trained model for clothes segmentation.	42	Emerging	668	Python
4	liuziwei7/fashion-detection Fashion Detection in the Wild (Deep Clothes Detector)	35	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...	35	Emerging	444	Python
6	IBM/Fashion-MNIST-using-FfDL Train your Fashion MNIST model with FfDL on Kubernetes with GPU	31	Emerging	9	JavaScript
7	aakashjhawar/dress-pattern-recognition-using-CNN An image recognition model which is capable of identifying the pattern on a...	30	Emerging	21	Jupyter Notebook
8	Arfazrll/CA-Modul03-HandsOn Deep Learning platform with interactive CNN and MobileNetV2 visualizations....	30	Emerging	3	Jupyter Notebook
9	glami/glami-1m The largest multilingual image-text classification dataset. It contains...	29	Experimental	77	Jupyter Notebook
10	Cerenaut/Preprocess-CIFAR Preprocess CIFAR dataset, creating a set of images.	27	Experimental	3	Jupyter Notebook
11	abhi-patil20/Keras-ImageClassifier We will use keras fashion MNIST dataset. This consist of 60000 28X28 pixel...	27	Experimental	7	Jupyter Notebook
12	zekeriyyaa/MaskRCNN-Modanet-Fashion-Segmentation-and-Classification Using modanet fashion dataset, the clothes images were classified under 5...	26	Experimental	81	Python
13	primaryobjects/fashion The Fashion-MNIST dataset and machine learning models.	24	Experimental	24	R
14	pubkey/fashion-segmentation A tensorflow model for segmentation of fashion items out of multiple product images	23	Experimental	46	Python
15	ilias-ant/fashion-mnist-classification Using MLPs and CNNs to classify Fashion-MNIST items.	23	Experimental	6	Jupyter Notebook
16	bshtmichielsen/clothing_sorter Sorting images of attire using classification.	23	Experimental	1	Jupyter Notebook
17	fbi555/fashion-mnist-cnn-tf 🧵 Classify fashion images using a compact CNN model in TensorFlow/Keras,...	22	Experimental	—	HTML
18	Sn-St/fashion_app AI-powered fashion analysis app using computer vision and machine learning	22	Experimental	—	Python
19	Kalashi-Saed-Collaborations/MCNN-14-Fashion-Image-Classification Implementation of the MCNN-14 model for fashion image classification,...	21	Experimental	2	Jupyter Notebook
20	KavinKohli/fashion-mnist-cnn A convolutional neural network (CNN) built from scratch in PyTorch to...	20	Experimental	1	Jupyter Notebook
21	francbianc/clothing_instance_segmentation A supervised Deep Learning approach to clothing instance segmentation with Mask R-CNN	19	Experimental	23	Jupyter Notebook
22	toroleapinc/fashion-classifier fashion-mnist with ResNet + mixup augmentation	19	Experimental	—	Python
23	xoraus/FashionNet Learn to build a Fashion Classifier using Convolutional Neural Network.	18	Experimental	11	Jupyter Notebook
24	hugo-42/fashion-mnist-cnn-tf CNN on Fashion-MNIST with TensorFlow/Keras. Colab-ready notebook + GitHub...	16	Experimental	1	HTML
25	Vishnu-Kota/Clothing-Outfit-Detection Clothing Outfit Detection model built using Neural Networks like ResNet and FastAI.	15	Experimental	2	Jupyter Notebook
26	PapageorgiouMarios/MNIST-Digit-Classification Comparative exploration of MLP, CNN, and MobileNetV2 algorithms for MNIST...	15	Experimental	—	Jupyter Notebook
27	Brossend/fashion-mnist-cnn Классификация изображений Fashion MNIST с помощью сверточной нейронной сети...	14	Experimental	—	Python
28	ramonus/julia-cnn Simple CNN for FashionMNIST classification	14	Experimental	1	Julia
29	ahmad-albasha/Digits-Classification-Using-SVM-and-HOG-Features A machine learning pipeline for classifying handwritten digits using SVM on...	14	Experimental	—	Jupyter Notebook
30	MahanVeisi8/FashionTagger Upload your fashion images and get detailed labels, such as category, color,...	14	Experimental	13	Jupyter Notebook
31	Chlsim/ClassifyingShoes Deep Learning project using PyTorch to classify shoe image pairs. Features...	14	Experimental	—	Jupyter Notebook
32	khanmhmdi/FashionMNIST-pytorch-Model-Implementation This repository contains deep learning models on FashionMNIST(state-of-art dataset).	14	Experimental	12	Jupyter Notebook
33	shinjitsue/fashion-mnist-cnn-pytorch A comprehensive deep learning project implementing and comparing multiple...	14	Experimental	3	Python
34	nonbinary00/cnn-image-classification-api Early ML project: CNN trained on FashionMNIST + FastAPI inference API.	14	Experimental	—	Jupyter Notebook
35	AryaKoureshi/shallow-cnn-image-classification This repository contains a Jupyter notebook implementing the shallow CNN...	13	Experimental	2	Jupyter Notebook
36	adabyt/cnn-transfer-learning-fashion-mnist Transfer learning applied to Fashion MNIST using MobileNetV2. This project...	11	Experimental	—	Python
37	imehranasgari/DL_MLP_VS_CNN_Classification A complete benchmark comparing Dense (MLP) vs. CNN architectures on image...	11	Experimental	—	Jupyter Notebook
38	Saif044/Traditional_Clothing_Recognition A neural network model for classifying traditional clothing	11	Experimental	—	Jupyter Notebook
39	DolapoSalim/filadentification this repo contain the files and script for the image classification model of...	11	Experimental	—	Jupyter Notebook
40	fratdyt/Shoe-Sandal-Boot-Prediction Shoe, Sandal, And Boot Prediction using DCNN (Deep Learning) - Collage	11	Experimental	—	Jupyter Notebook
41	siliconsagenerd/Fashion-CV-Project CNN vs. Random Forest on Fashion-MNIST (28×28 grayscale). Developed for the...	11	Experimental	—	Python
42	RafinGazi/image-classification-cnn-comparison Comparison of dense neural networks and CNN architectures for image...	11	Experimental	—	Jupyter Notebook
43	TrisNol/Fashion-Product-Classification Classify fashion products based on a neural-network by providing an image of...	10	Experimental	1	TypeScript
44	aman-17/tshirt-segmentation-using-mrcnn Tshirt instance segmentation using MRCNN.	10	Experimental	1	—

Comparisons in this category

fashion-mnist and fashion (51 vs 24)