# Face Alignment on AFLW Frontal 19 landmarks (test) Source: [Face Alignment on AFLW Frontal 19 landmarks (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T14:27:40.214Z Evaluation of 2D facial landmark localization accuracy on the test split of the AFLW Frontal dataset, specifically using the 19 landmark configuration, typically measured by Normalized Mean Error (NME) variants such as NMEdiag. 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 Alignment | | Dataset (including any stated split) | AFLW Frontal 19 landmarks (test) | | Metric | NMEdiag | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 26 of 26 | | 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 - [NMEdiag](): Lower is better; unit: PERCENT. ## Recorded results | Method | NMEdiag | Result date | Report paper | | --- | --- | --- | --- | | PaCo-FRft | 0.82 | Not recorded | 68fa7a901e209131cea83eaa | | MCFft | 0.827 | Not recorded | 68fa7a901e209131cea83eaa | | FaRLft | 0.836 | Not recorded | 68fa7a901e209131cea83eaa | | PaCo-FR | 0.846 | Not recorded | 68fa7a901e209131cea83eaa | | FaRL | 0.851 | Not recorded | 68fa7a901e209131cea83eaa | | MCF | 0.851 | Not recorded | 68fa7a901e209131cea83eaa | | Scratch | 0.868 | Not recorded | 68fa7a901e209131cea83eaa | | LAB (w/ B) | 1.14 | Not recorded | 68fa7a901e209131cea83eaa | | LUVLi | 1.19 | Not recorded | 68fa67511e209131cea15676 | | LUVLi | 1.19 | Not recorded | 68fa7a901e209131cea83eaa | | AWing | 1.38 | Not recorded | 68fa678c1e209131cea16dd3 | | HR-Net | 1.46 | Not recorded | 68fa67511e209131cea15676 | | HR-Net | 1.46 | Not recorded | 68fa7a901e209131cea83eaa | | LAB | 1.62 | Not recorded | 68fa67511e209131cea15676 | | LAB | 1.62 | Not recorded | 68fa678c1e209131cea16dd3 | | DAC-CSR | 1.81 | Not recorded | 68fa67511e209131cea15676 | | DAC-OSR | 1.81 | Not recorded | 68fa678c1e209131cea16dd3 | | SAN | 1.85 | Not recorded | 68fa67511e209131cea15676 | | SAN | 1.85 | Not recorded | 68fa678c1e209131cea16dd3 | | CCL | 2.17 | Not recorded | 68fa67511e209131cea15676 | | CCL | 2.17 | Not recorded | 68fa678c1e209131cea16dd3 | | CFSS | 2.68 | Not recorded | 68fa67511e209131cea15676 | | CFSS | 2.68 | Not recorded | 68fa678c1e209131cea16dd3 | | LBF | 2.74 | Not recorded | 68fa678c1e209131cea16dd3 | | ERT | 2.75 | Not recorded | 68fa678c1e209131cea16dd3 | | RCPR | 2.87 | Not recorded | 68fa678c1e209131cea16dd3 | ### PaCo-FRft NMEdiag: 0.82. Result ID: 69a1a9d935dfcabb00e818fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain":"2M","Fine-tuned":"true"}. This record does not assert independent reproduction. ### MCFft NMEdiag: 0.827. Result ID: 69a1a9d935dfcabb00e818fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain":"2M","Fine-tuned":"true"}. This record does not assert independent reproduction. ### FaRLft NMEdiag: 0.836. Result ID: 69a1a9d935dfcabb00e818fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain":"20M","Fine-tuned":"true"}. This record does not assert independent reproduction. ### PaCo-FR NMEdiag: 0.846. Result ID: 69a1a9d935dfcabb00e818fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain":"2M"}. This record does not assert independent reproduction. ### FaRL NMEdiag: 0.851. Result ID: 69a1a9d935dfcabb00e818f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain":"20M"}. This record does not assert independent reproduction. ### MCF NMEdiag: 0.851. Result ID: 69a1a9d935dfcabb00e818f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain":"2M"}. This record does not assert independent reproduction. ### Scratch NMEdiag: 0.868. Result ID: 69a1a9d935dfcabb00e818f7. [Reporting paper]() Recorded evaluation configuration: {"Pretrain":"None"}. This record does not assert independent reproduction. ### LAB (w/ B) NMEdiag: 1.14. Result ID: 69a1a9d935dfcabb00e818f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain":"–"}. This record does not assert independent reproduction. ### LUVLi NMEdiag: 1.19. Result ID: 698d29a58b517eb4331f769f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LUVLi NMEdiag: 1.19. Result ID: 69a1a9d935dfcabb00e818f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pretrain":"–"}. This record does not assert independent reproduction. ### AWing NMEdiag: 1.38. Result ID: 698d3a2e8b517eb4331febde. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HR-Net NMEdiag: 1.46. Result ID: 698d29a58b517eb4331f769e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HR-Net NMEdiag: 1.46. Result ID: 69a1a9d935dfcabb00e818f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pretrain":"–"}. This record does not assert independent reproduction. ### LAB NMEdiag: 1.62. Result ID: 698d29a58b517eb4331f769d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"boundary":"w/o B"}. This record does not assert independent reproduction. ### LAB NMEdiag: 1.62. Result ID: 698d3a2e8b517eb4331febdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 18"}. This record does not assert independent reproduction. ### DAC-CSR NMEdiag: 1.81. Result ID: 698d29a58b517eb4331f769b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAC-OSR NMEdiag: 1.81. Result ID: 698d3a2e8b517eb4331febdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 17"}. This record does not assert independent reproduction. ### SAN NMEdiag: 1.85. Result ID: 698d29a58b517eb4331f769c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAN NMEdiag: 1.85. Result ID: 698d3a2e8b517eb4331febdc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR 18"}. This record does not assert independent reproduction. ### CCL NMEdiag: 2.17. Result ID: 698d29a58b517eb4331f769a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CCL NMEdiag: 2.17. Result ID: 698d3a2e8b517eb4331febda. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 16"}. This record does not assert independent reproduction. ### CFSS NMEdiag: 2.68. Result ID: 698d29a58b517eb4331f7699. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CFSS NMEdiag: 2.68. Result ID: 698d3a2e8b517eb4331febd9. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 15"}. This record does not assert independent reproduction. ### LBF NMEdiag: 2.74. Result ID: 698d3a2e8b517eb4331febd8. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 14"}. This record does not assert independent reproduction. ### ERT NMEdiag: 2.75. Result ID: 698d3a2e8b517eb4331febd7. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 14"}. This record does not assert independent reproduction. ### RCPR NMEdiag: 2.87. Result ID: 698d3a2e8b517eb4331febd6. [Reporting paper]() Recorded evaluation configuration: {"Venue":"CVPR 13"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.