# Face Recognition on LFW 1.0 (full set)

Source: [Face Recognition on LFW 1.0 (full set)](<https://www.sota2.com/research/sota/face-recognition-on-lfw-1-0-full-set>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:45:00.079Z

Evaluation of face recognition performance on the full set of the Labeled Faces in the Wild (LFW) 1.0 dataset, reporting False Rejection Rate (FRR) and False Acceptance Rate (FAR) related metrics.

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 Recognition |
| Dataset (including any stated split) | LFW 1.0 (full set) |
| Metric | FRR @ FAR |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [FRR @ FAR](<https://www.sota2.com/research/sota/face-recognition-on-lfw-1-0-full-set.md?metric=FRR%20%40%20FAR>): Lower is better; unit: PERCENT.

- [BFRR](<https://www.sota2.com/research/sota/face-recognition-on-lfw-1-0-full-set.md?metric=BFRR>): Lower is better; unit: PERCENT.

- [BFAR](<https://www.sota2.com/research/sota/face-recognition-on-lfw-1-0-full-set.md?metric=BFAR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | FRR @ FAR | Result date | Report paper |
| --- | --- | --- | --- |
| ARCFACE + EM-FRR | 5.8 | Not recorded | 68fa72491e209131cea55957 |
| ARCFACE | 5.9 | Not recorded | 68fa72491e209131cea55957 |
| ARCFACE + EM-FAR | 7.2 | Not recorded | 68fa72491e209131cea55957 |
| ARCFACE | 7.8 | Not recorded | 68fa72491e209131cea55957 |
| ARCFACE + EM-C | 8.1 | Not recorded | 68fa72491e209131cea55957 |
| ARCFACE + EM-FRR | 10 | Not recorded | 68fa72491e209131cea55957 |
| ARCFACE + PASS-G | 10.7 | Not recorded | 68fa72491e209131cea55957 |
| ARCFACE + EM-FAR | 15.1 | Not recorded | 68fa72491e209131cea55957 |
| ARCFACE + EM-C | 16.4 | Not recorded | 68fa72491e209131cea55957 |
| ARCFACE + PASS-G | 31.5 | Not recorded | 68fa72491e209131cea55957 |

### ARCFACE + EM-FRR

FRR @ FAR: 5.8. Result ID: 69920f9e3a6c3148490c5352.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Implementation](<https://github.com/JRConti/EthicalModule_vMF>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-3"}. This record does not assert independent reproduction.

### ARCFACE

FRR @ FAR: 5.9. Result ID: 69920f9e3a6c3148490c534f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d591e209131cea395f7.md>)

[Implementation](<https://www.sota2.com/Code%20and%20pre-trained%20models%20have%20been%20made%20available.>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-3"}. This record does not assert independent reproduction.

### ARCFACE + EM-FAR

FRR @ FAR: 7.2. Result ID: 69920f9e3a6c3148490c5351.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Implementation](<https://github.com/JRConti/EthicalModule_vMF>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-3"}. This record does not assert independent reproduction.

### ARCFACE

FRR @ FAR: 7.8. Result ID: 69920f9e3a6c3148490c534a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d591e209131cea395f7.md>)

[Implementation](<https://www.sota2.com/Code%20and%20pre-trained%20models%20have%20been%20made%20available.>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-4"}. This record does not assert independent reproduction.

### ARCFACE + EM-C

FRR @ FAR: 8.1. Result ID: 69920f9e3a6c3148490c5353.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Implementation](<https://github.com/JRConti/EthicalModule_vMF>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-3"}. This record does not assert independent reproduction.

### ARCFACE + EM-FRR

FRR @ FAR: 10. Result ID: 69920f9e3a6c3148490c534d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Implementation](<https://github.com/JRConti/EthicalModule_vMF>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-4"}. This record does not assert independent reproduction.

### ARCFACE + PASS-G

FRR @ FAR: 10.7. Result ID: 69920f9e3a6c3148490c5350.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7a1e209131cea286ef.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-3"}. This record does not assert independent reproduction.

### ARCFACE + EM-FAR

FRR @ FAR: 15.1. Result ID: 69920f9e3a6c3148490c534c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Implementation](<https://github.com/JRConti/EthicalModule_vMF>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-4"}. This record does not assert independent reproduction.

### ARCFACE + EM-C

FRR @ FAR: 16.4. Result ID: 69920f9e3a6c3148490c534e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Implementation](<https://github.com/JRConti/EthicalModule_vMF>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-4"}. This record does not assert independent reproduction.

### ARCFACE + PASS-G

FRR @ FAR: 31.5. Result ID: 69920f9e3a6c3148490c534b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55957.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7a1e209131cea286ef.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-trained":"ArcFace","FAR level":"10^-4"}. This record does not assert independent reproduction.

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