Update README.md
Browse files
README.md
CHANGED
|
@@ -55,4 +55,91 @@ configs:
|
|
| 55 |
path: margin125/train-*
|
| 56 |
- split: val
|
| 57 |
path: margin125/val-*
|
|
|
|
| 58 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 55 |
path: margin125/train-*
|
| 56 |
- split: val
|
| 57 |
path: margin125/val-*
|
| 58 |
+
license: cc-by-4.0
|
| 59 |
---
|
| 60 |
+
|
| 61 |
+
# Dataset Card for FairFace
|
| 62 |
+
|
| 63 |
+
## Table of Contents
|
| 64 |
+
- [Dataset Card Creation Guide](#dataset-card-creation-guide)
|
| 65 |
+
- [Table of Contents](#table-of-contents)
|
| 66 |
+
- [Dataset Description](#dataset-description)
|
| 67 |
+
- [Dataset Summary](#dataset-summary)
|
| 68 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
|
| 69 |
+
- [Languages](#languages)
|
| 70 |
+
- [Dataset Structure](#dataset-structure)
|
| 71 |
+
- [Data Instances](#data-instances)
|
| 72 |
+
- [Data Fields](#data-fields)
|
| 73 |
+
- [Data Splits](#data-splits)
|
| 74 |
+
- [Dataset Creation](#dataset-creation)
|
| 75 |
+
- [Curation Rationale](#curation-rationale)
|
| 76 |
+
- [Source Data](#source-data)
|
| 77 |
+
- [Initial Data Collection and Normalization](#initial-data-collection-and-normalization)
|
| 78 |
+
- [Who are the source language producers?](#who-are-the-source-language-producers)
|
| 79 |
+
- [Annotations](#annotations)
|
| 80 |
+
- [Annotation process](#annotation-process)
|
| 81 |
+
- [Who are the annotators?](#who-are-the-annotators)
|
| 82 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
| 83 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
| 84 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
| 85 |
+
- [Discussion of Biases](#discussion-of-biases)
|
| 86 |
+
- [Other Known Limitations](#other-known-limitations)
|
| 87 |
+
- [Additional Information](#additional-information)
|
| 88 |
+
- [Dataset Curators](#dataset-curators)
|
| 89 |
+
- [Licensing Information](#licensing-information)
|
| 90 |
+
- [Citation Information](#citation-information)
|
| 91 |
+
- [Contributions](#contributions)
|
| 92 |
+
|
| 93 |
+
## Dataset Description
|
| 94 |
+
|
| 95 |
+
- **Repository:** [If the dataset is hosted on github or has a github homepage, add URL here](https://github.com/joojs/fairface)
|
| 96 |
+
- **Paper:** [If the dataset was introduced by a paper or there was a paper written describing the dataset, add URL here (landing page for Arxiv paper preferred)](https://openaccess.thecvf.com/content/WACV2021/html/Karkkainen_FairFace_Face_Attribute_Dataset_for_Balanced_Race_Gender_and_Age_WACV_2021_paper.html)
|
| 97 |
+
|
| 98 |
+
### Dataset Summary
|
| 99 |
+
|
| 100 |
+
A dataset of human faces annotated with discrete categories for the photographed person's age, sex, and race. Please consider prioritizing [a previously created Hugging Face dataset repository for Fair Face](https://huggingface.co/datasets/HuggingFaceM4/FairFace) as this new dataset repository was only made for downloading issues that may already be resolved.
|
| 101 |
+
|
| 102 |
+
For complete details on the dataset's construction and intended uses, please refer to the dataset's official repository or paper.
|
| 103 |
+
|
| 104 |
+
## Dataset Structure
|
| 105 |
+
|
| 106 |
+
### Data Instances
|
| 107 |
+
|
| 108 |
+
Each instance contains an image and discrete categories for age, gender, and race.
|
| 109 |
+
|
| 110 |
+
```
|
| 111 |
+
{
|
| 112 |
+
'file': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=448x448>,
|
| 113 |
+
'age': '50-59',
|
| 114 |
+
'gender': 'Male',
|
| 115 |
+
'race': 'East Asian',
|
| 116 |
+
'service_test': True
|
| 117 |
+
}
|
| 118 |
+
```
|
| 119 |
+
|
| 120 |
+
### Data Fields
|
| 121 |
+
|
| 122 |
+
- `file`: an image of a human face with either padding = 0.25 or padding = 1.25 depending on the dataset config
|
| 123 |
+
- `age`: a category describing the age of the person in the image limited to *0-2*, *3-9*, *10-19*, *20-29*, *30-39*, *40-49*, *50-59*, *60-69*, and *more than 70*
|
| 124 |
+
- `gender`: a category describing the sex of the person in the image limited to *Male* and *Female*
|
| 125 |
+
- `race`: a category describing the race of the person in the image limited to *East Asian*, *Indian*, *Black*, *White*, *Middle Eastern*, *Latino_Hispanic*, and *Southeast Asian*
|
| 126 |
+
- `service_test`: please refer to this [issue](https://github.com/dchen236/FairFace/issues/20) from the dataset's official repository
|
| 127 |
+
|
| 128 |
+
## Additional Information
|
| 129 |
+
|
| 130 |
+
### Licensing Information
|
| 131 |
+
|
| 132 |
+
According to the official repository, FairFace is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
|
| 133 |
+
|
| 134 |
+
### Citation Information
|
| 135 |
+
|
| 136 |
+
```
|
| 137 |
+
@InProceedings{Karkkainen_2021_WACV,
|
| 138 |
+
author = {Karkkainen, Kimmo and Joo, Jungseock},
|
| 139 |
+
title = {FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age for Bias Measurement and Mitigation},
|
| 140 |
+
booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
|
| 141 |
+
month = {January},
|
| 142 |
+
year = {2021},
|
| 143 |
+
pages = {1548-1558}
|
| 144 |
+
}
|
| 145 |
+
```
|