# Face Verification on LFW (Worst-Group TPR at 0.1% FAR) Source: [Face Verification on LFW (Worst-Group TPR at 0.1% FAR)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:09:20.217Z Evaluation of face verification performance on the Labeled Faces in the Wild (LFW) dataset, specifically reporting the True Positive Rate (TPR) for the worst-performing demographic group when the False Acceptance Rate (FAR) is 0.1% (10⁻³). 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 | | Metric | Worst-Group TPR (FAR=0.1%) | | 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 - [Worst-Group TPR (FAR=0.1%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Worst-Group TPR (FAR=0.1%) | Result date | Report paper | | --- | --- | --- | --- | | DemoNorm | 77.4 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 77.3 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle | 75.3 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 74.8 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 74.5 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 74.4 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 72.5 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 69.2 | Not recorded | 6a2106f9c10484bac23f06bd | | GST | 68.6 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 51.7 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 40.6 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 39.4 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 39.3 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle | 38 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 36.5 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 35.4 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 35 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm | 29.6 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Linear | 28.9 | Not recorded | 6a2106f9c10484bac23f06bd | | FairCal | 28.2 | Not recorded | 6a2106f9c10484bac23f06bd | | GST | 27.1 | Not recorded | 6a2106f9c10484bac23f06bd | | GST | 26 | Not recorded | 6a2106f9c10484bac23f06bd | | FALCON | 24.9 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 24.1 | Not recorded | 6a2106f9c10484bac23f06bd | | Baseline | 23.2 | Not recorded | 6a2106f9c10484bac23f06bd | | Oracle | 23 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 21.7 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-Density | 21.5 | Not recorded | 6a2106f9c10484bac23f06bd | | DemoNorm | 20.1 | Not recorded | 6a2106f9c10484bac23f06bd | | FRAPPE | 19 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 18.3 | Not recorded | 6a2106f9c10484bac23f06bd | | FSN | 17.6 | Not recorded | 6a2106f9c10484bac23f06bd | | AC-MLP | 7.8 | Not recorded | 6a2106f9c10484bac23f06bd | ### DemoNorm Worst-Group TPR (FAR=0.1%): 77.4. Result ID: 6a216ad6fbc373592c1e682a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"True"}. This record does not assert independent reproduction. ### AC-Linear Worst-Group TPR (FAR=0.1%): 77.3. Result ID: 6a216ad6fbc373592c1e6833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### Oracle Worst-Group TPR (FAR=0.1%): 75.3. Result ID: 6a216ad6fbc373592c1e682d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"True"}. This record does not assert independent reproduction. ### FALCON Worst-Group TPR (FAR=0.1%): 74.8. Result ID: 6a216ad6fbc373592c1e681e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### Baseline Worst-Group TPR (FAR=0.1%): 74.5. Result ID: 6a216ad6fbc373592c1e6818. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### AC-Density Worst-Group TPR (FAR=0.1%): 74.4. Result ID: 6a216ad6fbc373592c1e6836. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### FairCal Worst-Group TPR (FAR=0.1%): 72.5. Result ID: 6a216ad6fbc373592c1e681b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### FRAPPE Worst-Group TPR (FAR=0.1%): 69.2. Result ID: 6a216ad6fbc373592c1e6821. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### GST Worst-Group TPR (FAR=0.1%): 68.6. Result ID: 6a216ad6fbc373592c1e6827. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"True"}. This record does not assert independent reproduction. ### AC-Linear Worst-Group TPR (FAR=0.1%): 51.7. Result ID: 6a216ad6fbc373592c1e6832. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### FSN Worst-Group TPR (FAR=0.1%): 40.6. Result ID: 6a216ad6fbc373592c1e6824. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### FALCON Worst-Group TPR (FAR=0.1%): 39.4. Result ID: 6a216ad6fbc373592c1e681d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### AC-Density Worst-Group TPR (FAR=0.1%): 39.3. Result ID: 6a216ad6fbc373592c1e6835. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### Oracle Worst-Group TPR (FAR=0.1%): 38. Result ID: 6a216ad6fbc373592c1e682c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"True"}. This record does not assert independent reproduction. ### FRAPPE Worst-Group TPR (FAR=0.1%): 36.5. Result ID: 6a216ad6fbc373592c1e6820. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### FairCal Worst-Group TPR (FAR=0.1%): 35.4. Result ID: 6a216ad6fbc373592c1e681a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### Baseline Worst-Group TPR (FAR=0.1%): 35. Result ID: 6a216ad6fbc373592c1e6817. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### DemoNorm Worst-Group TPR (FAR=0.1%): 29.6. Result ID: 6a216ad6fbc373592c1e6829. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"True"}. This record does not assert independent reproduction. ### AC-Linear Worst-Group TPR (FAR=0.1%): 28.9. Result ID: 6a216ad6fbc373592c1e6834. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### FairCal Worst-Group TPR (FAR=0.1%): 28.2. Result ID: 6a216ad6fbc373592c1e681c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### GST Worst-Group TPR (FAR=0.1%): 27.1. Result ID: 6a216ad6fbc373592c1e6826. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"True"}. This record does not assert independent reproduction. ### GST Worst-Group TPR (FAR=0.1%): 26. Result ID: 6a216ad6fbc373592c1e6828. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"True"}. This record does not assert independent reproduction. ### FALCON Worst-Group TPR (FAR=0.1%): 24.9. Result ID: 6a216ad6fbc373592c1e681f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### FSN Worst-Group TPR (FAR=0.1%): 24.1. Result ID: 6a216ad6fbc373592c1e6823. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### Baseline Worst-Group TPR (FAR=0.1%): 23.2. Result ID: 6a216ad6fbc373592c1e6819. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### Oracle Worst-Group TPR (FAR=0.1%): 23. Result ID: 6a216ad6fbc373592c1e682e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"True"}. This record does not assert independent reproduction. ### AC-MLP Worst-Group TPR (FAR=0.1%): 21.7. Result ID: 6a216ad6fbc373592c1e6830. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"AdaFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### AC-Density Worst-Group TPR (FAR=0.1%): 21.5. Result ID: 6a216ad6fbc373592c1e6837. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### DemoNorm Worst-Group TPR (FAR=0.1%): 20.1. Result ID: 6a216ad6fbc373592c1e682b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"True"}. This record does not assert independent reproduction. ### FRAPPE Worst-Group TPR (FAR=0.1%): 19. Result ID: 6a216ad6fbc373592c1e6822. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### AC-MLP Worst-Group TPR (FAR=0.1%): 18.3. Result ID: 6a216ad6fbc373592c1e682f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R100","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### FSN Worst-Group TPR (FAR=0.1%): 17.6. Result ID: 6a216ad6fbc373592c1e6825. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. ### AC-MLP Worst-Group TPR (FAR=0.1%): 7.8. Result ID: 6a216ad6fbc373592c1e6831. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MagFace","Demographic Awareness":"False"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.