# Face Recognition Fairness on RFW (test) Source: [Face Recognition Fairness on RFW (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:09:47.434Z Evaluation of face recognition fairness on the test split of the Racial Face in the Wild (RFW) dataset, focusing specifically on Equal Opportunity (EO), Predictive Equality (PE), and Demographic Parity (DP) gaps. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Face Recognition Fairness | | Dataset (including any stated split) | RFW (test) | | Metric | EO Gap (0.1%) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 11 of 11 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [EO Gap (0.1%)](): Lower is better; unit: PERCENT. - [EO Gap (1.0%)](): Lower is better; unit: PERCENT. - [PE Gap (0.1%)](): Lower is better; unit: SCALAR. - [PE Gap (1.0%)](): Lower is better; unit: SCALAR. - [DP Gap (0.1%)](): Lower is better; unit: PERCENT. - [DP Gap (1.0%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | EO Gap (0.1%) | Result date | Report paper | | --- | --- | --- | --- | | AC-MLP | 6.7 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 7.57 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 8.77 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 11.63 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 11.9 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 12.03 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 12.07 | Not recorded | 6a2106f9c10484bac23f06bd | | GST | 18.93 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Ridge | 21.37 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle | 21.7 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm | 24.7 | Not recorded | 6a2106f9c10484bac23f06bd | ### AC-MLP EO Gap (0.1%): 6.7. Result ID: 6a216ad6fbc373592c1e69ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"false"}. This record does not assert independent reproduction. ### AC-Linear EO Gap (0.1%): 7.57. Result ID: 6a216ad6fbc373592c1e69ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"false"}. This record does not assert independent reproduction. ### FRAPPE EO Gap (0.1%): 8.77. Result ID: 6a216ad6fbc373592c1e69a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"false"}. This record does not assert independent reproduction. ### FALCON EO Gap (0.1%): 11.63. Result ID: 6a216ad6fbc373592c1e69a7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"false"}. This record does not assert independent reproduction. ### FSN EO Gap (0.1%): 11.9. Result ID: 6a216ad6fbc373592c1e69a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"false"}. This record does not assert independent reproduction. ### Baseline EO Gap (0.1%): 12.03. Result ID: 6a216ad6fbc373592c1e69a5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"false"}. This record does not assert independent reproduction. ### FairCal EO Gap (0.1%): 12.07. Result ID: 6a216ad6fbc373592c1e69a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"false"}. This record does not assert independent reproduction. ### GST EO Gap (0.1%): 18.93. Result ID: 6a216ad6fbc373592c1e69ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"true"}. This record does not assert independent reproduction. ### AC-Ridge EO Gap (0.1%): 21.37. Result ID: 6a216ad6fbc373592c1e69af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"false"}. This record does not assert independent reproduction. ### Oracle EO Gap (0.1%): 21.7. Result ID: 6a216ad6fbc373592c1e69aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"true"}. This record does not assert independent reproduction. ### DemoNorm EO Gap (0.1%): 24.7. Result ID: 6a216ad6fbc373592c1e69ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic labels at inference":"true"}. 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