VictorSanh
commited on
Commit
•
54d573c
1
Parent(s):
9b005e1
Update README.md
Browse files
README.md
CHANGED
@@ -1,4 +1,5 @@
|
|
1 |
---
|
|
|
2 |
dataset_info:
|
3 |
- config_name: '0.25'
|
4 |
features:
|
@@ -104,6 +105,140 @@ configs:
|
|
104 |
- split: validation
|
105 |
path: 1.25/validation-*
|
106 |
---
|
107 |
-
# Dataset Card for "FairFace"
|
108 |
|
109 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
+
license: cc-by-4.0
|
3 |
dataset_info:
|
4 |
- config_name: '0.25'
|
5 |
features:
|
|
|
105 |
- split: validation
|
106 |
path: 1.25/validation-*
|
107 |
---
|
|
|
108 |
|
109 |
+
# Dataset Card for FairFace
|
110 |
+
|
111 |
+
## Table of Contents
|
112 |
+
- [Table of Contents](#table-of-contents)
|
113 |
+
- [Dataset Description](#dataset-description)
|
114 |
+
- [Dataset Summary](#dataset-summary)
|
115 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
|
116 |
+
- [Languages](#languages)
|
117 |
+
- [Dataset Structure](#dataset-structure)
|
118 |
+
- [Data Instances](#data-instances)
|
119 |
+
- [Data Fields](#data-fields)
|
120 |
+
- [Data Splits](#data-splits)
|
121 |
+
- [Dataset Creation](#dataset-creation)
|
122 |
+
- [Curation Rationale](#curation-rationale)
|
123 |
+
- [Source Data](#source-data)
|
124 |
+
- [Annotations](#annotations)
|
125 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
126 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
127 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
128 |
+
- [Discussion of Biases](#discussion-of-biases)
|
129 |
+
- [Other Known Limitations](#other-known-limitations)
|
130 |
+
- [Additional Information](#additional-information)
|
131 |
+
- [Dataset Curators](#dataset-curators)
|
132 |
+
- [Licensing Information](#licensing-information)
|
133 |
+
- [Citation Information](#citation-information)
|
134 |
+
- [Contributions](#contributions)
|
135 |
+
|
136 |
+
## Dataset Description
|
137 |
+
|
138 |
+
- **Homepage:** [https://github.com/joojs/fairface](https://github.com/joojs/fairface)
|
139 |
+
- **Repository:** [https://github.com/joojs/fairface](https://github.com/joojs/fairface)
|
140 |
+
- **Paper:** [https://openaccess.thecvf.com/content/WACV2021/papers/Karkkainen_FairFace_Face_Attribute_Dataset_for_Balanced_Race_Gender_and_Age_WACV_2021_paper.pdf](https://openaccess.thecvf.com/content/WACV2021/papers/Karkkainen_FairFace_Face_Attribute_Dataset_for_Balanced_Race_Gender_and_Age_WACV_2021_paper.pdf)
|
141 |
+
- **Leaderboard:**
|
142 |
+
- **Point of Contact:**
|
143 |
+
|
144 |
+
### Dataset Summary
|
145 |
+
|
146 |
+
FairFace is a face image dataset which is race balanced. It contains 108,501 images from 7 different race groups: White, Black, Indian, East Asian, Southeast Asian, Middle Eastern, and Latino.
|
147 |
+
Images were collected from the YFCC-100M Flickr dataset and labeled with race, gender, and age groups.
|
148 |
+
|
149 |
+
### Supported Tasks and Leaderboards
|
150 |
+
|
151 |
+
[More Information Needed]
|
152 |
+
|
153 |
+
### Languages
|
154 |
+
|
155 |
+
[More Information Needed]
|
156 |
+
|
157 |
+
## Dataset Structure
|
158 |
+
|
159 |
+
### Data Instances
|
160 |
+
|
161 |
+
Each instance has the following structure:
|
162 |
+
```
|
163 |
+
{
|
164 |
+
'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=448x448 at 0x7FCABA221FA0>,
|
165 |
+
'age': 6,
|
166 |
+
'gender': 0,
|
167 |
+
'race': 0,
|
168 |
+
'service_test': True
|
169 |
+
}
|
170 |
+
```
|
171 |
+
|
172 |
+
### Data Fields
|
173 |
+
|
174 |
+
- `image`: The image
|
175 |
+
- `age`: Age class among `["0-2", "3-9", "10-19", "20-29", "30-39", "40-49", "50-59", "60-69", "more than 70"]`
|
176 |
+
- `gender`: Gender class among `["Male", "Female"]`
|
177 |
+
- `race`: Race class among `["East Asian", "Indian", "Black", "White", "Middle Eastern", "Latino_Hispanic", "Southeast Asian"]`
|
178 |
+
- `service_test`: Not sure what this is. See [issue](https://github.com/joojs/fairface/issues/9).
|
179 |
+
|
180 |
+
### Data Splits
|
181 |
+
|
182 |
+
[More Information Needed]
|
183 |
+
|
184 |
+
## Dataset Creation
|
185 |
+
|
186 |
+
### Curation Rationale
|
187 |
+
|
188 |
+
[More Information Needed]
|
189 |
+
|
190 |
+
### Source Data
|
191 |
+
|
192 |
+
#### Initial Data Collection and Normalization
|
193 |
+
|
194 |
+
[More Information Needed]
|
195 |
+
|
196 |
+
#### Who are the source language producers?
|
197 |
+
|
198 |
+
[More Information Needed]
|
199 |
+
|
200 |
+
### Annotations
|
201 |
+
|
202 |
+
#### Annotation process
|
203 |
+
|
204 |
+
[More Information Needed]
|
205 |
+
|
206 |
+
#### Who are the annotators?
|
207 |
+
|
208 |
+
[More Information Needed]
|
209 |
+
|
210 |
+
### Personal and Sensitive Information
|
211 |
+
|
212 |
+
[More Information Needed]
|
213 |
+
|
214 |
+
## Considerations for Using the Data
|
215 |
+
|
216 |
+
### Social Impact of Dataset
|
217 |
+
|
218 |
+
[More Information Needed]
|
219 |
+
|
220 |
+
### Discussion of Biases
|
221 |
+
|
222 |
+
[More Information Needed]
|
223 |
+
|
224 |
+
### Other Known Limitations
|
225 |
+
|
226 |
+
[More Information Needed]
|
227 |
+
|
228 |
+
## Additional Information
|
229 |
+
|
230 |
+
### Dataset Curators
|
231 |
+
|
232 |
+
[More Information Needed]
|
233 |
+
|
234 |
+
### Licensing Information
|
235 |
+
|
236 |
+
[More Information Needed]
|
237 |
+
|
238 |
+
### Citation Information
|
239 |
+
|
240 |
+
[More Information Needed]
|
241 |
+
|
242 |
+
### Contributions
|
243 |
+
|
244 |
+
Thanks to [@VictorSanh](https://github.com/VictorSanh) for adding this dataset.
|