shoe-classification

<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.

<div align="center">
<img width="640" alt="keremberke/shoe-classification" src="https://huggingface.co/datasets/keremberke/shoe-classification/resolve/main/thumbnail.jpg">
</div>

### 数据集标签

['匡威', '阿迪达斯', '耐克']

### 图像数量
json
{'train': 576, 'test': 83, 'valid': 166}

### 使用方法
- 安装[datasets库](https://pypi.org/project/datasets/):

bash
pip install datasets

- 加载数据集：

python
from datasets import load_dataset

ds = load_dataset("keremberke/shoe-classification", name="full")
example = ds['train'][0]

### Roboflow 数据集页面
[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)

### 引用文献

### 许可证
公有领域

### 数据集概述
本数据集于2022年10月28日格林尼治标准时间凌晨2:38通过roboflow.com导出。

Roboflow是一款端到端的计算机视觉平台，可助力您：
* 与团队协同开展计算机视觉项目
* 收集并整理图像素材
* 解析非结构化图像数据
* 完成标注并构建数据集
* 导出、训练并部署计算机视觉模型
* 通过主动学习随时间迭代优化数据集

本数据集共包含825张鞋类图像，以文件夹格式完成标注。

已对每张图像执行以下预处理操作：
* 像素数据自动定向（同时移除EXIF方向信息）

未使用任何图像增强技术。