{"url":"/dataset/demogpairs","name":"DemogPairs","full_name":null,"description_markdown":"Although deep face recognition has achieved impressive results in recent years, there is increasing controversy regarding racial and gender bias of the models, questioning their trustworthiness and deployment into sensitive scenarios. DemogPairs is a validation set with 10.8K facial images and 58.3M identity verification pairs, distributed in demographically-balanced folds of Asian, Black and White females and males. We also propose a benchmark of experiments using DemogPairs over state-of-the-art deep face recognition models in order to analyze their cross-demographic behavior and potential demographic biases (see figure below).","description_withheld":null,"homepage":"https://ihupont.github.io/publications/2019-05-16-demogpairs","introduced_date":"2019-07-11","introduced_date_note":null,"introduced_by":{"paper":"/paper/demogpairs-quantifying-the-impact-of","title":"DemogPairs: Quantifying the Impact of Demographic Imbalance in Deep Face Recognition","first_author":"Isabelle HUPONT; Carles FERNÁNDEZ","url":null},"license":null,"modalities":[{"name":"Images","url":"/datasets/modality/images"}],"tasks":[{"name":"Face Recognition","url":"/task/face-recognition","datasets_with_task":"/datasets/task/face-recognition"},{"name":"Unfairness Detection","url":"/task/unfairness-detection","datasets_with_task":"/datasets/task/unfairness-detection"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["DemogPairs"],"data_loaders":[],"num_papers_in_archive":10,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}