# Facial Landmark Detection on AFLW Full (test) Source: [Facial Landmark Detection on AFLW Full (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:24.690Z Evaluation of facial landmark localization accuracy on the test split of the full AFLW dataset, typically measured by Average Error. 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 | Facial Landmark Detection | | Dataset (including any stated split) | AFLW Full (test) | | Metric | Average Error | | Unit | SCALAR | | 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 - [Average Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average Error | Result date | Report paper | | --- | --- | --- | --- | | LUVLi | 1.39 | Not recorded | 69705d96e25ad2fa9d1ed1a6 | | PIPNET | 1.42 | Not recorded | 69705d96e25ad2fa9d1ed1a6 | | HRNet | 1.57 | Not recorded | 69705d96e25ad2fa9d1ed1a6 | | PicassoNet | 1.59 | Not recorded | 69705d96e25ad2fa9d1ed1a6 | | FGTBT | 1.67 | Not recorded | 69705d96e25ad2fa9d1ed1a6 | | LAB | 1.85 | Not recorded | 69705d96e25ad2fa9d1ed1a6 | | DSRN | 1.86 | Not recorded | 68fa663b1e209131cea0f05f | | SAN | 1.91 | Not recorded | 68fa663b1e209131cea0f05f | | TS³ | 1.99 | Not recorded | 68fa663b1e209131cea0f05f | | SBR | 2.14 | Not recorded | 68fa663b1e209131cea0f05f | | TS³ | 2.14 | Not recorded | 68fa663b1e209131cea0f05f | | Two-Stage | 2.17 | Not recorded | 68fa663b1e209131cea0f05f | | RCN+ | 2.17 | Not recorded | 68fa663b1e209131cea0f05f | | TS³ | 2.19 | Not recorded | 68fa663b1e209131cea0f05f | | DAC-CSR | 2.27 | Not recorded | 68fa633c1e209131ce9fdb39 | | DAC-CSR | 2.27 | Not recorded | 69705d96e25ad2fa9d1ed1a6 | | CCL | 2.72 | Not recorded | 68fa633c1e209131ce9fdb39 | | CCL | 2.72 | Not recorded | 68fa663b1e209131cea0f05f | | LBF + GRF | 3.15 | Not recorded | 68fa633c1e209131ce9fdb39 | | RCPR | 3.73 | Not recorded | 68fa633c1e209131ce9fdb39 | | CFSS | 3.92 | Not recorded | 68fa633c1e209131ce9fdb39 | | SDM | 4.05 | Not recorded | 68fa633c1e209131ce9fdb39 | | SDM | 4.05 | Not recorded | 68fa663b1e209131cea0f05f | | LBF | 4.25 | Not recorded | 68fa633c1e209131ce9fdb39 | | LBF | 4.25 | Not recorded | 68fa663b1e209131cea0f05f | | ERT | 4.35 | Not recorded | 68fa633c1e209131ce9fdb39 | ### LUVLi Average Error: 1.39. Result ID: 6997aa985698665ec400ba5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR20"}. This record does not assert independent reproduction. ### PIPNET Average Error: 1.42. Result ID: 6997aa985698665ec400ba60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"IJCV21"}. This record does not assert independent reproduction. ### HRNet Average Error: 1.57. Result ID: 6997aa985698665ec400ba5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"TPAMI20"}. This record does not assert independent reproduction. ### PicassoNet Average Error: 1.59. Result ID: 6997aa985698665ec400ba61. [Reporting paper]() Recorded evaluation configuration: {"Venue":"TNNLS23"}. This record does not assert independent reproduction. ### FGTBT Average Error: 1.67. Result ID: 6997aa985698665ec400ba62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LAB Average Error: 1.85. Result ID: 6997aa985698665ec400ba5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR18"}. This record does not assert independent reproduction. ### DSRN Average Error: 1.86. Result ID: 698ce4048b517eb4331d76d8. [Reporting paper]() Recorded evaluation configuration: {"Annotation Ratio":"100%"}. This record does not assert independent reproduction. ### SAN Average Error: 1.91. Result ID: 698ce4048b517eb4331d76d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Annotation Ratio":"100%"}. This record does not assert independent reproduction. ### TS³ Average Error: 1.99. Result ID: 698ce4048b517eb4331d76dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Annotation Ratio":"20%"}. This record does not assert independent reproduction. ### SBR Average Error: 2.14. Result ID: 698ce4048b517eb4331d76d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Ratio":"100%","use additional unlabeled video data":true}. This record does not assert independent reproduction. ### TS³ Average Error: 2.14. Result ID: 698ce4048b517eb4331d76db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Annotation Ratio":"10%"}. This record does not assert independent reproduction. ### Two-Stage Average Error: 2.17. Result ID: 698ce4048b517eb4331d76d5. [Reporting paper]() Recorded evaluation configuration: {"Annotation Ratio":"100%"}. This record does not assert independent reproduction. ### RCN+ Average Error: 2.17. Result ID: 698ce4048b517eb4331d76d9. [Reporting paper]() Recorded evaluation configuration: {"Annotation Ratio":"5%"}. This record does not assert independent reproduction. ### TS³ Average Error: 2.19. Result ID: 698ce4048b517eb4331d76da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Annotation Ratio":"5%"}. This record does not assert independent reproduction. ### DAC-CSR Average Error: 2.27. Result ID: 698bed72ecace47ef55a4106. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction. ### DAC-CSR Average Error: 2.27. Result ID: 6997aa985698665ec400ba5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR17"}. This record does not assert independent reproduction. ### CCL Average Error: 2.72. Result ID: 698bed72ecace47ef55a4105. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction. ### CCL Average Error: 2.72. Result ID: 698ce4048b517eb4331d76d4. [Reporting paper]() Recorded evaluation configuration: {"Annotation Ratio":"100%"}. This record does not assert independent reproduction. ### LBF + GRF Average Error: 3.15. Result ID: 698bed72ecace47ef55a4103. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction. ### RCPR Average Error: 3.73. Result ID: 698bed72ecace47ef55a4100. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction. ### CFSS Average Error: 3.92. Result ID: 698bed72ecace47ef55a4104. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction. ### SDM Average Error: 4.05. Result ID: 698bed72ecace47ef55a40ff. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction. ### SDM Average Error: 4.05. Result ID: 698ce4048b517eb4331d76d2. [Reporting paper]() Recorded evaluation configuration: {"Annotation Ratio":"100%"}. This record does not assert independent reproduction. ### LBF Average Error: 4.25. Result ID: 698bed72ecace47ef55a4102. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction. ### LBF Average Error: 4.25. Result ID: 698ce4048b517eb4331d76d3. [Reporting paper]() Recorded evaluation configuration: {"Annotation Ratio":"100%"}. This record does not assert independent reproduction. ### ERT Average Error: 4.35. Result ID: 698bed72ecace47ef55a4101. [Reporting paper]() Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.