# Facial Landmark Detection on CHARLOTTE Low 1.0

Source: [Facial Landmark Detection on CHARLOTTE Low 1.0](<https://www.sota2.com/research/sota/facial-landmark-detection-on-charlotte-low-1-0>)

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

Data updated: 2026-02-26T05:53:20.787Z

Evaluation of facial landmark localization accuracy on the CHARLOTTE Low 1.0 dataset, typically measured using Normalized Mean Error (NME) 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 Low 1.0 |
| Metric | NME (W/H) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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)](<https://www.sota2.com/research/sota/facial-landmark-detection-on-charlotte-low-1-0.md?metric=NME%20(W%2FH)>): Lower is better; unit: SCALAR.

- [Failure Rate](<https://www.sota2.com/research/sota/facial-landmark-detection-on-charlotte-low-1-0.md?metric=Failure%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | NME (W/H) | Result date | Report paper |
| --- | --- | --- | --- |
| GLL-SW Sparse | 0.1018 | Not recorded | 68fa79151e209131cea7c0a7 |
| 3FabRec | 0.1084 | Not recorded | 68fa79151e209131cea7c0a7 |
| GLL-SW Sparse | 0.1118 | Not recorded | 68fa79151e209131cea7c0a7 |
| YOLO5Face | 0.1249 | Not recorded | 68fa79151e209131cea7c0a7 |
| Mediapipe | 0.2745 | Not recorded | 68fa79151e209131cea7c0a7 |
| FA | 0.279 | Not recorded | 68fa79151e209131cea7c0a7 |

### GLL-SW Sparse

NME (W/H): 0.1018. Result ID: 6995c4813badfaffe6c79dc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c0a7.md>)

[Implementation](<https://github.com/phflot/tfake>)

Recorded evaluation configuration: {"Training Dataset":"FAKE + T-FAKE","Confidence threshold":"sigma \< 2.2e-4"}. This record does not assert independent reproduction.

### 3FabRec

NME (W/H): 0.1084. Result ID: 6995c4813badfaffe6c79dc4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67961e209131cea173c1.md>)

[Implementation](<https://github.com/browatbn2/3FabRec>)

Recorded evaluation configuration: {"Training Dataset":"300W†","Pre-processing":"None"}. This record does not assert independent reproduction.

### GLL-SW Sparse

NME (W/H): 0.1118. Result ID: 6995c4813badfaffe6c79dc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c0a7.md>)

[Implementation](<https://github.com/phflot/tfake>)

Recorded evaluation configuration: {"Training Dataset":"FAKE + T-FAKE","Confidence threshold":"sigma \< 6e-4"}. This record does not assert independent reproduction.

### YOLO5Face

NME (W/H): 0.1249. Result ID: 6995c4813badfaffe6c79dc7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c0a7.md>)

Recorded evaluation configuration: {"Training Dataset":"TFW"}. This record does not assert independent reproduction.

### Mediapipe

NME (W/H): 0.2745. Result ID: 6995c4813badfaffe6c79dc5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c0a7.md>)

Recorded evaluation configuration: {"Training Dataset":"undisclosed","Pre-processing":"None"}. This record does not assert independent reproduction.

### FA

NME (W/H): 0.279. Result ID: 6995c4813badfaffe6c79dc6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79151e209131cea7c0a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bb1e209131cea061c1.md>)

[Implementation](<https://www.adrianbulat.com/face-alignment/>)

Recorded evaluation configuration: {"Training Dataset":"LS3D-W†","Pre-processing":"None"}. This record does not assert independent reproduction.

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