# Face Verification on Labeled Faces in the Wild (LFW) Source: [Face Verification on Labeled Faces in the Wild (LFW)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:19.479Z Evaluation of face verification performance on the Labeled Faces in the Wild (LFW) dataset, reporting standard biometric metrics including Accuracy, Equal Error Rate (EER), and True Acceptance Rates (TAR). 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) | Labeled Faces in the Wild (LFW) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [EER](): Lower is better; unit: PERCENT. - [AUC](): Higher is better; unit: SCALAR. - [TAR (FAR=10%)](): Higher is better; unit: PERCENT. - [TAR (FAR=1%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | AM-Softmax | 99.17 | Not recorded | 68fa64691e209131cea048e5 | | AM-Softmax | 99.13 | Not recorded | 68fa64691e209131cea048e5 | | AM-Softmax w/o FN | 99.12 | Not recorded | 68fa64691e209131cea048e5 | | AM-Softmax | 99.1 | Not recorded | 68fa64691e209131cea048e5 | | A-Softmax | 99.08 | Not recorded | 68fa64691e209131cea048e5 | | AM-Softmax | 99.08 | Not recorded | 68fa64691e209131cea048e5 | | AM-Softmax w/o FN | 99.08 | Not recorded | 68fa64691e209131cea048e5 | | AM-Softmax | 99.03 | Not recorded | 68fa64691e209131cea048e5 | | Center Loss | 99 | Not recorded | 68fa64691e209131cea048e5 | | NormFace | 98.98 | Not recorded | 68fa64691e209131cea048e5 | | AM-Softmax | 98.98 | Not recorded | 68fa64691e209131cea048e5 | | Softmax + 75% dropout | 98.62 | Not recorded | 68fa64691e209131cea048e5 | | Softmax | 97.08 | Not recorded | 68fa64691e209131cea048e5 | ### AM-Softmax Accuracy: 99.17. Result ID: 698c31da112aeb9460f01c0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":0.4,"Backbone":"ResNet-20","Feature Normalization":true}. This record does not assert independent reproduction. ### AM-Softmax Accuracy: 99.13. Result ID: 698c31da112aeb9460f01c0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":0.25,"Backbone":"ResNet-20","Feature Normalization":true}. This record does not assert independent reproduction. ### AM-Softmax w/o FN Accuracy: 99.12. Result ID: 698c31da112aeb9460f01c13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":0.4,"Backbone":"ResNet-20","Feature Normalization":false}. This record does not assert independent reproduction. ### AM-Softmax Accuracy: 99.1. Result ID: 698c31da112aeb9460f01c11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":0.5,"Backbone":"ResNet-20","Feature Normalization":true}. This record does not assert independent reproduction. ### A-Softmax Accuracy: 99.08. Result ID: 698c31da112aeb9460f01c0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":"~1.5","Backbone":"ResNet-20","Feature Normalization":true}. This record does not assert independent reproduction. ### AM-Softmax Accuracy: 99.08. Result ID: 698c31da112aeb9460f01c0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":0.3,"Backbone":"ResNet-20","Feature Normalization":true}. This record does not assert independent reproduction. ### AM-Softmax w/o FN Accuracy: 99.08. Result ID: 698c31da112aeb9460f01c12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":0.35,"Backbone":"ResNet-20","Feature Normalization":false}. This record does not assert independent reproduction. ### AM-Softmax Accuracy: 99.03. Result ID: 698c31da112aeb9460f01c10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":0.45,"Backbone":"ResNet-20","Feature Normalization":true}. This record does not assert independent reproduction. ### Center Loss Accuracy: 99. Result ID: 698c31da112aeb9460f01c09. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-28","Feature Normalization":false}. This record does not assert independent reproduction. ### NormFace Accuracy: 98.98. Result ID: 698c31da112aeb9460f01c0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-28","Feature Normalization":true,"Fine-tuned on Center Loss":true}. This record does not assert independent reproduction. ### AM-Softmax Accuracy: 98.98. Result ID: 698c31da112aeb9460f01c0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":0.35,"Backbone":"ResNet-20","Feature Normalization":true}. This record does not assert independent reproduction. ### Softmax + 75% dropout Accuracy: 98.62. Result ID: 698c31da112aeb9460f01c08. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Feature Normalization":true,"Dropout":"75%"}. This record does not assert independent reproduction. ### Softmax Accuracy: 97.08. Result ID: 698c31da112aeb9460f01c07. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Feature Normalization":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.