# Facial Landmark Detection on AFLW-frontal (test)

Source: [Facial Landmark Detection on AFLW-frontal (test)](<https://www.sota2.com/research/sota/facial-landmark-detection-on-aflw-frontal-test>)

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

Data updated: 2026-02-26T05:35:23.931Z

Evaluation of facial landmark detection accuracy on the frontal test split of the AFLW dataset.

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-frontal (test) |
| Metric | Average Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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](<https://www.sota2.com/research/sota/facial-landmark-detection-on-aflw-frontal-test.md?metric=Average%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Average Error | Result date | Report paper |
| --- | --- | --- | --- |
| DAC-CSR | 1.81 | Not recorded | 68fa633c1e209131ce9fdb39 |
| CCL | 2.17 | Not recorded | 68fa633c1e209131ce9fdb39 |
| CFSS | 2.68 | Not recorded | 68fa633c1e209131ce9fdb39 |
| LBF | 2.74 | Not recorded | 68fa633c1e209131ce9fdb39 |
| ERT | 2.75 | Not recorded | 68fa633c1e209131ce9fdb39 |
| RCPR | 2.87 | Not recorded | 68fa633c1e209131ce9fdb39 |
| SDM | 2.94 | Not recorded | 68fa633c1e209131ce9fdb39 |

### DAC-CSR

Average Error: 1.81. Result ID: 698bed72ecace47ef55a410d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa633c1e209131ce9fdb39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa633c1e209131ce9fdb39.md>)

Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction.

### CCL

Average Error: 2.17. Result ID: 698bed72ecace47ef55a410c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa633c1e209131ce9fdb39.md>)

Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction.

### CFSS

Average Error: 2.68. Result ID: 698bed72ecace47ef55a410b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa633c1e209131ce9fdb39.md>)

Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction.

### LBF

Average Error: 2.74. Result ID: 698bed72ecace47ef55a410a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa633c1e209131ce9fdb39.md>)

Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction.

### ERT

Average Error: 2.75. Result ID: 698bed72ecace47ef55a4109.

[Reporting paper](<https://www.sota2.com/research/paper/68fa633c1e209131ce9fdb39.md>)

Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction.

### RCPR

Average Error: 2.87. Result ID: 698bed72ecace47ef55a4108.

[Reporting paper](<https://www.sota2.com/research/paper/68fa633c1e209131ce9fdb39.md>)

Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction.

### SDM

Average Error: 2.94. Result ID: 698bed72ecace47ef55a4107.

[Reporting paper](<https://www.sota2.com/research/paper/68fa633c1e209131ce9fdb39.md>)

Recorded evaluation configuration: {"Normalization":"face size","Protocol":"CCL \[46\]"}. This record does not assert independent reproduction.

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