# Facial Landmark Detection on CHARLOTTE High 1.0 Source: [Facial Landmark Detection on CHARLOTTE High 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:20.771Z Evaluation of facial landmark localization accuracy on the CHARLOTTE High 1.0 dataset, typically measured using Normalized Mean Error (NME W/H) and Failure Rate. 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) | CHARLOTTE High 1.0 | | Metric | NME (W/H) | | Unit | SCALAR | | Direction | Lower 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 - [NME (W/H)](): Lower is better; unit: SCALAR. - [Failure Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | NME (W/H) | Result date | Report paper | | --- | --- | --- | --- | | Star | 0.0639 | Not recorded | 68fa79151e209131cea7c0a7 | | GLL-SW Sparse | 0.0661 | Not recorded | 68fa79151e209131cea7c0a7 | | GLL-SW Sparse | 0.0671 | Not recorded | 68fa79151e209131cea7c0a7 | | GLL-SW Sparse | 0.0683 | Not recorded | 68fa79151e209131cea7c0a7 | | Star | 0.0707 | Not recorded | 68fa79151e209131cea7c0a7 | | YOLO5Face | 0.0787 | Not recorded | 68fa79151e209131cea7c0a7 | | 3FabRec | 0.0814 | Not recorded | 68fa79151e209131cea7c0a7 | | GLL-SW Dense | 0.0854 | Not recorded | 68fa79151e209131cea7c0a7 | | 3FabRec | 0.0931 | Not recorded | 68fa79151e209131cea7c0a7 | | GLL-SW | 0.0933 | Not recorded | 68fa79151e209131cea7c0a7 | | FA | 0.1007 | Not recorded | 68fa79151e209131cea7c0a7 | | GLL-SW | 0.1055 | Not recorded | 68fa79151e209131cea7c0a7 | | FA | 0.107 | Not recorded | 68fa79151e209131cea7c0a7 | | Mediapipe | 0.14 | Not recorded | 68fa79151e209131cea7c0a7 | | DAN | 0.1677 | Not recorded | 68fa79151e209131cea7c0a7 | | Mediapipe | 0.19 | Not recorded | 68fa79151e209131cea7c0a7 | | Dlib | 0.2159 | Not recorded | 68fa79151e209131cea7c0a7 | | U-Net+Wing | 0.2476 | Not recorded | 68fa79151e209131cea7c0a7 | ### Star NME (W/H): 0.0639. Result ID: 6995c4813badfaffe6c79db5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"300W†","Pre-processing":"RGB pre-processing stack \[13\]"}. This record does not assert independent reproduction. ### GLL-SW Sparse NME (W/H): 0.0661. Result ID: 6995c4813badfaffe6c79dc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"FAKE + T-FAKE","Confidence threshold":"sigma \< 2.2e-4"}. This record does not assert independent reproduction. ### GLL-SW Sparse NME (W/H): 0.0671. Result ID: 6995c4813badfaffe6c79dc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"FAKE + T-FAKE","Confidence threshold":"sigma \< 6e-4"}. This record does not assert independent reproduction. ### GLL-SW Sparse NME (W/H): 0.0683. Result ID: 6995c4813badfaffe6c79dc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"FAKE + T-FAKE","Confidence threshold":"sigma \< infinity"}. This record does not assert independent reproduction. ### Star NME (W/H): 0.0707. Result ID: 6995c4813badfaffe6c79db4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"300W†","Pre-processing":"None"}. This record does not assert independent reproduction. ### YOLO5Face NME (W/H): 0.0787. Result ID: 6995c4813badfaffe6c79dbb. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"TFW"}. This record does not assert independent reproduction. ### 3FabRec NME (W/H): 0.0814. Result ID: 6995c4813badfaffe6c79db3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"300W†","Pre-processing":"RGB pre-processing stack \[13\]"}. This record does not assert independent reproduction. ### GLL-SW Dense NME (W/H): 0.0854. Result ID: 6995c4813badfaffe6c79dc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"FAKE + T-FAKE","Confidence threshold":"sigma \< infinity"}. This record does not assert independent reproduction. ### 3FabRec NME (W/H): 0.0931. Result ID: 6995c4813badfaffe6c79db2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"300W†","Pre-processing":"None"}. This record does not assert independent reproduction. ### GLL-SW NME (W/H): 0.0933. Result ID: 6995c4813badfaffe6c79dbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"FAKE","Pre-processing":"RGB pre-processing stack \[13\]","Confidence threshold":"sigma \< infinity"}. This record does not assert independent reproduction. ### FA NME (W/H): 0.1007. Result ID: 6995c4813badfaffe6c79db9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"LS3D-W†","Pre-processing":"RGB pre-processing stack \[13\]"}. This record does not assert independent reproduction. ### GLL-SW NME (W/H): 0.1055. Result ID: 6995c4813badfaffe6c79dbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"FAKE†","Confidence threshold":"sigma \< infinity"}. This record does not assert independent reproduction. ### FA NME (W/H): 0.107. Result ID: 6995c4813badfaffe6c79db8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"LS3D-W†","Pre-processing":"None"}. This record does not assert independent reproduction. ### Mediapipe NME (W/H): 0.14. Result ID: 6995c4813badfaffe6c79db7. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"undisclosed†","Pre-processing":"RGB pre-processing stack \[13\]"}. This record does not assert independent reproduction. ### DAN NME (W/H): 0.1677. Result ID: 6995c4813badfaffe6c79dba. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"AACHEN"}. This record does not assert independent reproduction. ### Mediapipe NME (W/H): 0.19. Result ID: 6995c4813badfaffe6c79db6. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"undisclosed","Pre-processing":"None"}. This record does not assert independent reproduction. ### Dlib NME (W/H): 0.2159. Result ID: 6995c4813badfaffe6c79dbd. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"SF-TL54"}. This record does not assert independent reproduction. ### U-Net+Wing NME (W/H): 0.2476. Result ID: 6995c4813badfaffe6c79dbc. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"SF-TL54"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.