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Fashion-MNIST is a dataset created by Zalando, consisting of 60,000 training examples and 10,000 test examples. Each example is a 28x28 grayscale image of a fashion product, associated with a label from one of 10 classes. The dataset is designed to serve as a direct drop-in replacement for the original MNIST dataset, which contains handwritten digits1.
Why Fashion-MNIST?
The original MNIST dataset is widely used in the AI/ML community for benchmarking algorithms. However, it has become too easy for modern algorithms, with convolutional neural networks achieving 99.7% accuracy1. Fashion-MNIST addresses this by providing a more challenging dataset that better represents modern computer vision tasks1.
Loading the Dataset
Using Python and NumPy
You can load the dataset using the mnist_reader utility provided in the repository:
import mnist_readerX_train, y_train = mnist_reader.load_mnist('data/fashion', kind='train')X_test, y_test = mnist_reader.load_mnist('data/fashion', kind='t10k') fashion_mnist | TensorFlow Datasets
2024年6月1日 · fashion_mnist is a dataset of Zalando's article images for image classification. It contains 60,000 training and 10,000 test examples, each with a label from 10 classes.
Fashion MNIST数据集介绍及下载 - CSDN博客
2020年1月6日 · 本文介绍了Fashion MNIST数据集的特点和用途，以及如何下载和加载该数据集。Fashion MNIST是一组包含70000张灰度图像的服饰分类数据集，与经典的MNIST手写数字数据集有相似的格式和大小，但更具挑战性。
Fashion-MNIST：替代MNIST手写数字集的图像数据集
Fashion-MNIST是由Zalando旗下的研究部门提供的一个包含10种类别的7万个时尚商品图片的数据集，与MNIST数据集的大小、格式和划分一致。本文介绍了Fashion-MNIST的目的、获取方式、评测结果和可视化，并提供了论文引用信 …
Fashion MNIST - Kaggle
An MNIST-like dataset of 70,000 28x28 labeled fashion images Kaggle uses cookies from Google to deliver and enhance the quality of its services and to analyze traffic. Learn more
Dataset之Fashion-MNIST：Fashion-MNIST数据集简介 …
2019年5月22日 · Fashion-MNIST是一种时尚产品图像数据集，旨在作为原始MNIST数据集的直接替代品，用于对机器学习算法进行基准测试。本文详细介绍了Fashion-MNIST数据集的特点、下载方式和使用方法，并提供了相关的代码和 …
fashion-mnist/README.zh-CN.md at master - GitHub
A MNIST-like fashion product database. Benchmark :point_down: - zalandoresearch/fashion-mnist
GitHub - primaryobjects/fashion: The Fashion-MNIST dataset and …
Fashion-MNIST is a dataset of 70,000 grayscale images of clothing objects, each with a label from 10 classes. This repository provides the dataset, pre-trained models, and R code for …
zalando-datasets/fashion_mnist · Datasets at Hugging …
Fashion-MNIST is a dataset of Zalando's article images—consisting of a training set of 60,000 examples and a test set of 10,000 examples. Each example is a 28x28 grayscale image, associated with a label from 10 classes.
[1708.07747] Fashion-MNIST: a Novel Image Dataset for …
2017年8月25日 · Fashion-MNIST is a new dataset of 70,000 grayscale images of 10 fashion categories, designed to replace the original MNIST dataset for benchmarking machine …
