nateraw/cats_vs_dogs

---
annotations_creators:
- crowdsourced
language_creators:
- crowdsourced
language:
- en
license:
- unknown
multilinguality:
- monolingual
pretty_name: Cats and Dogs
size_categories:
- 10K<n<100K
source_datasets:
- original
task_categories:
- other
task_ids:
- other-other-image-classification
---

# Dataset Card for Cats Vs. Dogs

## Table of Contents
- [Table of Contents](#table-of-contents)
- [Dataset Description](#dataset-description)
- [Dataset Summary](#dataset-summary)
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
- [Languages](#languages)
- [Dataset Structure](#dataset-structure)
- [Data Instances](#data-instances)
- [Data Fields](#data-fields)
- [Data Splits](#data-splits)
- [Dataset Creation](#dataset-creation)
- [Curation Rationale](#curation-rationale)
- [Source Data](#source-data)
- [Annotations](#annotations)
- [Personal and Sensitive Information](#personal-and-sensitive-information)
- [Considerations for Using the Data](#considerations-for-using-the-data)
- [Social Impact of Dataset](#social-impact-of-dataset)
- [Discussion of Biases](#discussion-of-biases)
- [Other Known Limitations](#other-known-limitations)
- [Additional Information](#additional-information)
- [Dataset Curators](#dataset-curators)
- [Licensing Information](#licensing-information)
- [Citation Information](#citation-information)
- [Contributions](#contributions)

## Dataset Description

- **Homepage:**[Cats vs Dogs Dataset](https://www.microsoft.com/en-us/download/details.aspx?id=54765)
- **Repository:** N/A
- **Paper:**[Paper](https://www.microsoft.com/en-us/research/wp-content/uploads/2007/10/CCS2007.pdf)
- **Leaderboard:** N/A
- **Point of Contact:** N/A

### Dataset Summary

A large set of images of cats and dogs. There are 1738 corrupted images that are dropped.

### Supported Tasks and Leaderboards

- image-classification

### Languages

English

## Dataset Structure

### Data Instances

A sample from the training set is provided below:

```
{
'image': '/root/.cache/huggingface/datasets/downloads/extracted/6e1e8c9052e9f3f7ecbcb4b90860668f81c1d36d86cc9606d49066f8da8bfb4f/PetImages/Cat/1.jpg',
'label': 0
}
```

### Data Fields

The data instances have the following fields:

- `image_file_path`: a `string` filepath to an image.
- `labels`: an `int` classification label.

### Data Splits

| name |train|
|----------|----:|
|cats_and_dogs|23410|

## Dataset Creation

### Curation Rationale

[More Information Needed]

### Source Data

#### Initial Data Collection and Normalization

[More Information Needed]

#### Who are the source language producers?

[More Information Needed]

### Annotations

#### Annotation process

[More Information Needed]

#### Who are the annotators?

[More Information Needed]

### Personal and Sensitive Information

[More Information Needed]

## Considerations for Using the Data

### Social Impact of Dataset

[More Information Needed]

### Discussion of Biases

[More Information Needed]

### Other Known Limitations

[More Information Needed]

## Additional Information

### Dataset Curators

[More Information Needed]

### Licensing Information

[More Information Needed]

### Citation Information

```
@Inproceedings (Conference){asirra-a-captcha-that-exploits-interest-aligned-manual-image-categorization,
author = {Elson, Jeremy and Douceur, John (JD) and Howell, Jon and Saul, Jared},
title = {Asirra: A CAPTCHA that Exploits Interest-Aligned Manual Image Categorization},
booktitle = {Proceedings of 14th ACM Conference on Computer and Communications Security (CCS)},
year = {2007},
month = {October},
publisher = {Association for Computing Machinery, Inc.},
url = {https://www.microsoft.com/en-us/research/publication/asirra-a-captcha-that-exploits-interest-aligned-manual-image-categorization/},
edition = {Proceedings of 14th ACM Conference on Computer and Communications Security (CCS)},
}
```

### Contributions

Thanks to [@nateraw](https://github.com/nateraw) for adding this dataset.

原始信息汇总

数据集概述

数据集基本信息

• 名称: Cats and Dogs
• 语言: 英语
• 许可证: 未知
• 多语言性: 单语
• 大小: 10K<n<100K
• 来源: 原始数据
• 任务类别: 其他
• 任务ID: other-other-image-classification

数据集描述

• 摘要: 包含大量猫和狗的图像数据集，已剔除1738张损坏的图像。
• 支持任务: 图像分类
• 语言: 英语

数据集结构

• 数据实例: 每个实例包含图像文件路径和分类标签。
• 数据字段:
  • image_file_path: 图像文件路径，字符串类型。
  • labels: 分类标签，整数类型。
• 数据分割:
  • 训练集: 23410个实例

数据集创建

• 注释: 由众包完成
• 语言创建: 由众包完成

使用数据注意事项

• 社会影响: 信息缺失
• 偏见讨论: 信息缺失
• 其他已知限制: 信息缺失

附加信息

• 数据集管理员: 信息缺失

• 许可证信息: 信息缺失

• 引用信息:

  @Inproceedings (Conference){asirra-a-captcha-that-exploits-interest-aligned-manual-image-categorization, author = {Elson, Jeremy and Douceur, John (JD) and Howell, Jon and Saul, Jared}, title = {Asirra: A CAPTCHA that Exploits Interest-Aligned Manual Image Categorization}, booktitle = {Proceedings of 14th ACM Conference on Computer and Communications Security (CCS)}, year = {2007}, month = {October}, publisher = {Association for Computing Machinery, Inc.}, url = {https://www.microsoft.com/en-us/research/publication/asirra-a-captcha-that-exploits-interest-aligned-manual-image-categorization/}, edition = {Proceedings of 14th ACM Conference on Computer and Communications Security (CCS)}, }

• 贡献者: @nateraw