Papers › FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age
FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age
Kimmo Kärkkäinen, Jungseock Joo
Existing public face datasets are strongly biased toward Caucasian faces, and other races (e.g., Latino) are significantly underrepresented. This can lead to inconsistent model accuracy, limit the applicability of face analytic systems to non-White race groups, and adversely affect research findings based on such skewed data. To mitigate the race bias in these datasets, we construct a novel face image dataset, containing 108,501 images, with an emphasis of balanced race composition in the dataset. We define 7 race groups: White, Black, Indian, East Asian, Southeast Asian, Middle East, and Latino. Images were collected from the YFCC-100M Flickr dataset and labeled with race, gender, and age groups. Evaluations were performed on existing face attribute datasets as well as novel image datasets to measure generalization performance. We find that the model trained from our dataset is substantially more accurate on novel datasets and the accuracy is consistent between race and gender groups.
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1ae8e317f16564c4 · report
Tasks
Datasets
Introduced by this paper, per the archive.
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Facial Attribute Classification | FairFace | FairFace | age-top1 | 59.7 | #3 of 3 | Archive leaderboard | report |
| Facial Attribute Classification | FairFace | FairFace | gender-top1 | 94.2 | #3 of 3 | Archive leaderboard | report |
| Facial Attribute Classification | FairFace | FairFace | race-top1 | 93.7 | #3 of 3 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
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