# Face Verification on LFW headline (TPR @ FPR=10^-3) Source: [Face Verification on LFW headline (TPR @ FPR=10^-3)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:09:20.095Z Evaluation of face verification performance on the LFW headline configuration, specifically reporting the True Positive Rate when the False Positive Rate is set to 10^-3 (0.1%). 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 | | Metric | TPR @ FPR=1e-3 | | 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 - [TPR @ FPR=1e-3](): Higher is better; unit: PERCENT. ## Recorded results | Method | TPR @ FPR=1e-3 | Result date | Report paper | | --- | --- | --- | --- | | GST | 90 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle | 89.3 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 89.1 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 89 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm | 88.9 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 88.7 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 88.6 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 88.3 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 87.5 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 69.8 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 68.6 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 67 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 66.9 | Not recorded | 6a2106f9c10484bac23f06bd | | GST | 64.1 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 63 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 62.9 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 62.5 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm | 61.4 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle | 60.9 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 60.2 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 59.7 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 54.9 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle | 54.7 | Not recorded | 6a2106f9c10484bac23f06bd | | GST | 54.5 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 51.6 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm | 51.2 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 50.7 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 50.3 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 49.5 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 47 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 44.7 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 44 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 27.8 | Not recorded | 6a2106f9c10484bac23f06bd | ### GST TPR @ FPR=1e-3: 90. Result ID: 6a216ad6fbc373592c1e6783. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":true}. This record does not assert independent reproduction. ### Oracle TPR @ FPR=1e-3: 89.3. Result ID: 6a216ad6fbc373592c1e6789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":true}. This record does not assert independent reproduction. ### AC-Linear TPR @ FPR=1e-3: 89.1. Result ID: 6a216ad6fbc373592c1e678f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FALCON TPR @ FPR=1e-3: 89. Result ID: 6a216ad6fbc373592c1e677a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### DemoNorm TPR @ FPR=1e-3: 88.9. Result ID: 6a216ad6fbc373592c1e6786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":true}. This record does not assert independent reproduction. ### Baseline TPR @ FPR=1e-3: 88.7. Result ID: 6a216ad6fbc373592c1e6774. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FRAPPE TPR @ FPR=1e-3: 88.6. Result ID: 6a216ad6fbc373592c1e677d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FairCal TPR @ FPR=1e-3: 88.3. Result ID: 6a216ad6fbc373592c1e6777. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-Density TPR @ FPR=1e-3: 87.5. Result ID: 6a216ad6fbc373592c1e6792. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-Linear TPR @ FPR=1e-3: 69.8. Result ID: 6a216ad6fbc373592c1e678e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### FSN TPR @ FPR=1e-3: 68.6. Result ID: 6a216ad6fbc373592c1e6780. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FALCON TPR @ FPR=1e-3: 67. Result ID: 6a216ad6fbc373592c1e6779. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### FairCal TPR @ FPR=1e-3: 66.9. Result ID: 6a216ad6fbc373592c1e6776. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### GST TPR @ FPR=1e-3: 64.1. Result ID: 6a216ad6fbc373592c1e6782. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":true}. This record does not assert independent reproduction. ### FRAPPE TPR @ FPR=1e-3: 63. Result ID: 6a216ad6fbc373592c1e677c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### Baseline TPR @ FPR=1e-3: 62.9. Result ID: 6a216ad6fbc373592c1e6773. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-Density TPR @ FPR=1e-3: 62.5. Result ID: 6a216ad6fbc373592c1e6791. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### DemoNorm TPR @ FPR=1e-3: 61.4. Result ID: 6a216ad6fbc373592c1e6785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":true}. This record does not assert independent reproduction. ### Oracle TPR @ FPR=1e-3: 60.9. Result ID: 6a216ad6fbc373592c1e6788. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":true}. This record does not assert independent reproduction. ### AC-Linear TPR @ FPR=1e-3: 60.2. Result ID: 6a216ad6fbc373592c1e6790. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FairCal TPR @ FPR=1e-3: 59.7. Result ID: 6a216ad6fbc373592c1e6778. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FALCON TPR @ FPR=1e-3: 54.9. Result ID: 6a216ad6fbc373592c1e677b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### Oracle TPR @ FPR=1e-3: 54.7. Result ID: 6a216ad6fbc373592c1e678a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":true}. This record does not assert independent reproduction. ### GST TPR @ FPR=1e-3: 54.5. Result ID: 6a216ad6fbc373592c1e6784. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":true}. This record does not assert independent reproduction. ### FSN TPR @ FPR=1e-3: 51.6. Result ID: 6a216ad6fbc373592c1e677f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### DemoNorm TPR @ FPR=1e-3: 51.2. Result ID: 6a216ad6fbc373592c1e6787. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":true}. This record does not assert independent reproduction. ### Baseline TPR @ FPR=1e-3: 50.7. Result ID: 6a216ad6fbc373592c1e6775. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### FRAPPE TPR @ FPR=1e-3: 50.3. Result ID: 6a216ad6fbc373592c1e677e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-Density TPR @ FPR=1e-3: 49.5. Result ID: 6a216ad6fbc373592c1e6793. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-MLP TPR @ FPR=1e-3: 47. Result ID: 6a216ad6fbc373592c1e678c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-MLP TPR @ FPR=1e-3: 44.7. Result ID: 6a216ad6fbc373592c1e678b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic-aware":false}. This record does not assert independent reproduction. ### FSN TPR @ FPR=1e-3: 44. Result ID: 6a216ad6fbc373592c1e6781. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. ### AC-MLP TPR @ FPR=1e-3: 27.8. Result ID: 6a216ad6fbc373592c1e678d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic-aware":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.