# Face Verification on LFW headline settings Source: [Face Verification on LFW headline settings]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:09:47.406Z Evaluation of Face Verification performance on the Labeled Faces in the Wild (LFW) dataset using the specific 'headline settings' configuration, reporting AUROC. 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) | LFW headline settings | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | AC-Density | 99.4 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 99.3 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 99.3 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 99 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm† | 99 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle† | 99 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 98.9 | Not recorded | 6a2106f9c10484bac23f06bd | | GST† | 98.9 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 98.8 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 98.3 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 98 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 97.9 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 97.3 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle† | 97.2 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 97.2 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 97.1 | Not recorded | 6a2106f9c10484bac23f06bd | | GST† | 97.1 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm† | 97.1 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 96.7 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 96.7 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 96.6 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 96.5 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 95.8 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle† | 95.6 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 95.5 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm† | 95.5 | Not recorded | 6a2106f9c10484bac23f06bd | | GST† | 95.4 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 95.3 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 95.2 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 94.7 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 94.6 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 94.4 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 92.4 | Not recorded | 6a2106f9c10484bac23f06bd | ### AC-Density AUROC: 99.4. Result ID: 6a216ad6fbc373592c1e6966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### FairCal AUROC: 99.3. Result ID: 6a216ad6fbc373592c1e694b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### AC-Linear AUROC: 99.3. Result ID: 6a216ad6fbc373592c1e6963. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### Baseline AUROC: 99. Result ID: 6a216ad6fbc373592c1e6948. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### DemoNorm† AUROC: 99. Result ID: 6a216ad6fbc373592c1e695a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"true"}. This record does not assert independent reproduction. ### Oracle† AUROC: 99. Result ID: 6a216ad6fbc373592c1e695d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"true"}. This record does not assert independent reproduction. ### FALCON AUROC: 98.9. Result ID: 6a216ad6fbc373592c1e694e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### GST† AUROC: 98.9. Result ID: 6a216ad6fbc373592c1e6957. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"true"}. This record does not assert independent reproduction. ### FRAPPE AUROC: 98.8. Result ID: 6a216ad6fbc373592c1e6951. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### AC-Linear AUROC: 98.3. Result ID: 6a216ad6fbc373592c1e6962. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"false"}. This record does not assert independent reproduction. ### AC-Density AUROC: 98. Result ID: 6a216ad6fbc373592c1e6965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"false"}. This record does not assert independent reproduction. ### FairCal AUROC: 97.9. Result ID: 6a216ad6fbc373592c1e694a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"false"}. This record does not assert independent reproduction. ### FALCON AUROC: 97.3. Result ID: 6a216ad6fbc373592c1e694d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"false"}. This record does not assert independent reproduction. ### Oracle† AUROC: 97.2. Result ID: 6a216ad6fbc373592c1e695c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"true"}. This record does not assert independent reproduction. ### AC-Linear AUROC: 97.2. Result ID: 6a216ad6fbc373592c1e6964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### Baseline AUROC: 97.1. Result ID: 6a216ad6fbc373592c1e6947. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"false"}. This record does not assert independent reproduction. ### GST† AUROC: 97.1. Result ID: 6a216ad6fbc373592c1e6956. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"true"}. This record does not assert independent reproduction. ### DemoNorm† AUROC: 97.1. Result ID: 6a216ad6fbc373592c1e6959. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"true"}. This record does not assert independent reproduction. ### FSN AUROC: 96.7. Result ID: 6a216ad6fbc373592c1e6954. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### AC-Density AUROC: 96.7. Result ID: 6a216ad6fbc373592c1e6967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### FairCal AUROC: 96.6. Result ID: 6a216ad6fbc373592c1e694c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### FRAPPE AUROC: 96.5. Result ID: 6a216ad6fbc373592c1e6950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"false"}. This record does not assert independent reproduction. ### FALCON AUROC: 95.8. Result ID: 6a216ad6fbc373592c1e694f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### Oracle† AUROC: 95.6. Result ID: 6a216ad6fbc373592c1e695e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"true"}. This record does not assert independent reproduction. ### Baseline AUROC: 95.5. Result ID: 6a216ad6fbc373592c1e6949. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### DemoNorm† AUROC: 95.5. Result ID: 6a216ad6fbc373592c1e695b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"true"}. This record does not assert independent reproduction. ### GST† AUROC: 95.4. Result ID: 6a216ad6fbc373592c1e6958. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"true"}. This record does not assert independent reproduction. ### FSN AUROC: 95.3. Result ID: 6a216ad6fbc373592c1e6953. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"false"}. This record does not assert independent reproduction. ### AC-MLP AUROC: 95.2. Result ID: 6a216ad6fbc373592c1e6960. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### FSN AUROC: 94.7. Result ID: 6a216ad6fbc373592c1e6955. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### AC-MLP AUROC: 94.6. Result ID: 6a216ad6fbc373592c1e695f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Dem-aware":"false"}. This record does not assert independent reproduction. ### FRAPPE AUROC: 94.4. Result ID: 6a216ad6fbc373592c1e6952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"false"}. This record does not assert independent reproduction. ### AC-MLP AUROC: 92.4. Result ID: 6a216ad6fbc373592c1e6961. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Dem-aware":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.