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keremberke/shoe-classification

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Hugging Face2023-01-27 更新2024-03-04 收录
下载链接:
https://hf-mirror.com/datasets/keremberke/shoe-classification
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资源简介:
--- task_categories: - image-classification tags: - roboflow - roboflow2huggingface - Sports - Retail - Benchmark --- <div align="center"> <img width="640" alt="keremberke/shoe-classification" src="https://huggingface.co/datasets/keremberke/shoe-classification/resolve/main/thumbnail.jpg"> </div> ### Dataset Labels ``` ['converse', 'adidas', 'nike'] ``` ### Number of Images ```json {'train': 576, 'test': 83, 'valid': 166} ``` ### How to Use - Install [datasets](https://pypi.org/project/datasets/): ```bash pip install datasets ``` - Load the dataset: ```python from datasets import load_dataset ds = load_dataset("keremberke/shoe-classification", name="full") example = ds['train'][0] ``` ### Roboflow Dataset Page [https://universe.roboflow.com/popular-benchmarks/nike-adidas-and-converse-shoes-classification/dataset/4](https://universe.roboflow.com/popular-benchmarks/nike-adidas-and-converse-shoes-classification/dataset/4?ref=roboflow2huggingface) ### Citation ``` ``` ### License Public Domain ### Dataset Summary This dataset was exported via roboflow.com on October 28, 2022 at 2:38 AM GMT Roboflow is an end-to-end computer vision platform that helps you * collaborate with your team on computer vision projects * collect & organize images * understand unstructured image data * annotate, and create datasets * export, train, and deploy computer vision models * use active learning to improve your dataset over time It includes 825 images. Shoes are annotated in folder format. The following pre-processing was applied to each image: * Auto-orientation of pixel data (with EXIF-orientation stripping) No image augmentation techniques were applied.
提供机构:
keremberke
原始信息汇总

数据集概述

任务类别

  • 图像分类

标签

  • 匡威
  • 阿迪达斯
  • 耐克

图像数量

  • 训练集:576张
  • 测试集:83张
  • 验证集:166张

使用方法

  1. 安装 datasets 库: bash pip install datasets

  2. 加载数据集: python from datasets import load_dataset ds = load_dataset("keremberke/shoe-classification", name="full") example = ds[train][0]

许可证

  • 公共领域

数据集处理

  • 每张图像应用了自动像素数据方向调整(包含EXIF方向剥离)
  • 未应用图像增强技术
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