# Face Verification on RFW (TMR/Gini Metrics) Source: [Face Verification on RFW (TMR/Gini Metrics)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:09:20.564Z Evaluation of face verification performance on the Racial Face in the Wild (RFW) dataset, reporting True Match Rate (TMR) and Gini coefficients at specified False Match Rate (FMR) thresholds. 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 Verification | | Dataset (including any stated split) | RFW | | Metric | TMR @ FMR 1e-3 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [TMR @ FMR 1e-3](): Higher is better; unit: SCALAR. - [TMR @ FMR 1e-1](): Higher is better; unit: SCALAR. - [Gini @ FMR 1e-3](): Higher is better; unit: SCALAR. - [Gini @ FMR 1e-1](): Higher is better; unit: SCALAR. ## Recorded results | Method | TMR @ FMR 1e-3 | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 0.966 | Not recorded | 69ddca487d0172140ec79c90 | | Oracle | 0.742 | Not recorded | 6a2106f9c10484bac23f06bd | | GST | 0.741 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm | 0.732 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 0.724 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 0.718 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 0.714 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 0.711 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 0.708 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 0.707 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 0.686 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 0.664 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 0.659 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 0.649 | Not recorded | 6a2106f9c10484bac23f06bd | | GST | 0.639 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle | 0.638 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 0.637 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm | 0.626 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 0.625 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 0.619 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 0.617 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 0.607 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 0.587 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle | 0.523 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 0.522 | Not recorded | 6a2106f9c10484bac23f06bd | | GST | 0.521 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 0.52 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm | 0.517 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 0.508 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 0.504 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 0.501 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 0.496 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 0.466 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 0.458 | Not recorded | 6a2106f9c10484bac23f06bd | | VLEED | 0.277 | Not recorded | 69ddca487d0172140ec79c90 | | VLEED | 0.09 | Not recorded | 69ddca487d0172140ec79c90 | ### Baseline TMR @ FMR 1e-3: 0.966. Result ID: 69de262947f34ce924c6af7d. [Reporting paper]() Recorded evaluation configuration: {"Removed Attribute":"Gender Removal"}. This record does not assert independent reproduction. ### Oracle TMR @ FMR 1e-3: 0.742. Result ID: 6a216ad6fbc373592c1e6747. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":true}. This record does not assert independent reproduction. ### GST TMR @ FMR 1e-3: 0.741. Result ID: 6a216ad6fbc373592c1e6741. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":true}. This record does not assert independent reproduction. ### DemoNorm TMR @ FMR 1e-3: 0.732. Result ID: 6a216ad6fbc373592c1e6744. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":true}. This record does not assert independent reproduction. ### AC-Density TMR @ FMR 1e-3: 0.724. Result ID: 6a216ad6fbc373592c1e6750. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FairCal TMR @ FMR 1e-3: 0.718. Result ID: 6a216ad6fbc373592c1e6735. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FRAPPE TMR @ FMR 1e-3: 0.714. Result ID: 6a216ad6fbc373592c1e673b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FALCON TMR @ FMR 1e-3: 0.711. Result ID: 6a216ad6fbc373592c1e6738. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### Baseline TMR @ FMR 1e-3: 0.708. Result ID: 6a216ad6fbc373592c1e6732. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-Linear TMR @ FMR 1e-3: 0.707. Result ID: 6a216ad6fbc373592c1e674d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-MLP TMR @ FMR 1e-3: 0.686. Result ID: 6a216ad6fbc373592c1e674a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FSN TMR @ FMR 1e-3: 0.664. Result ID: 6a216ad6fbc373592c1e673e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FairCal TMR @ FMR 1e-3: 0.659. Result ID: 6a216ad6fbc373592c1e6734. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-Density TMR @ FMR 1e-3: 0.649. Result ID: 6a216ad6fbc373592c1e674f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### GST TMR @ FMR 1e-3: 0.639. Result ID: 6a216ad6fbc373592c1e6740. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":true}. This record does not assert independent reproduction. ### Oracle TMR @ FMR 1e-3: 0.638. Result ID: 6a216ad6fbc373592c1e6746. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":true}. This record does not assert independent reproduction. ### AC-Linear TMR @ FMR 1e-3: 0.637. Result ID: 6a216ad6fbc373592c1e674c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### DemoNorm TMR @ FMR 1e-3: 0.626. Result ID: 6a216ad6fbc373592c1e6743. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":true}. This record does not assert independent reproduction. ### FALCON TMR @ FMR 1e-3: 0.625. Result ID: 6a216ad6fbc373592c1e6737. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### FRAPPE TMR @ FMR 1e-3: 0.619. Result ID: 6a216ad6fbc373592c1e673a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### Baseline TMR @ FMR 1e-3: 0.617. Result ID: 6a216ad6fbc373592c1e6731. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-MLP TMR @ FMR 1e-3: 0.607. Result ID: 6a216ad6fbc373592c1e6749. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### FSN TMR @ FMR 1e-3: 0.587. Result ID: 6a216ad6fbc373592c1e673d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### Oracle TMR @ FMR 1e-3: 0.523. Result ID: 6a216ad6fbc373592c1e6748. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":true}. This record does not assert independent reproduction. ### FairCal TMR @ FMR 1e-3: 0.522. Result ID: 6a216ad6fbc373592c1e6736. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### GST TMR @ FMR 1e-3: 0.521. Result ID: 6a216ad6fbc373592c1e6742. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":true}. This record does not assert independent reproduction. ### FRAPPE TMR @ FMR 1e-3: 0.52. Result ID: 6a216ad6fbc373592c1e673c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### DemoNorm TMR @ FMR 1e-3: 0.517. Result ID: 6a216ad6fbc373592c1e6745. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":true}. This record does not assert independent reproduction. ### FALCON TMR @ FMR 1e-3: 0.508. Result ID: 6a216ad6fbc373592c1e6739. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-Linear TMR @ FMR 1e-3: 0.504. Result ID: 6a216ad6fbc373592c1e674e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FSN TMR @ FMR 1e-3: 0.501. Result ID: 6a216ad6fbc373592c1e673f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### Baseline TMR @ FMR 1e-3: 0.496. Result ID: 6a216ad6fbc373592c1e6733. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-Density TMR @ FMR 1e-3: 0.466. Result ID: 6a216ad6fbc373592c1e6751. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-MLP TMR @ FMR 1e-3: 0.458. Result ID: 6a216ad6fbc373592c1e674b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### VLEED TMR @ FMR 1e-3: 0.277. Result ID: 69de262947f34ce924c6af7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Removed Attribute":"Ethnicity Removal","Regularization parameter (λ)":"10"}. This record does not assert independent reproduction. ### VLEED TMR @ FMR 1e-3: 0.09. Result ID: 69de262947f34ce924c6af7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Removed Attribute":"Gender Removal","Regularization parameter (λ)":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.