# 3D Facial Landmark Alignment on BFM Face 68 facial landmarks (test)

Source: [3D Facial Landmark Alignment on BFM Face 68 facial landmarks (test)](<https://www.sota2.com/research/sota/3d-facial-landmark-alignment-on-bfm-face-68-facial-landmarks-test>)

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

Data updated: 2026-02-26T05:53:19.391Z

Evaluation of 3D facial landmark localization accuracy on the test split of the BFM Face 68 dataset, typically measured using Normalized Mean Error (NME).

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 | 3D Facial Landmark Alignment |
| Dataset (including any stated split) | BFM Face 68 facial landmarks (test) |
| Metric | NME |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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](<https://www.sota2.com/research/sota/3d-facial-landmark-alignment-on-bfm-face-68-facial-landmarks-test.md?metric=NME>): Lower is better; unit: SCALAR.

## Recorded results

| Method | NME | Result date | Report paper |
| --- | --- | --- | --- |
| CMP | 0.2723 | Not recorded | 68fa6c121e209131cea31eb4 |
| CMP | 0.2904 | Not recorded | 68fa6c121e209131cea31eb4 |
| Base-2 | 0.2969 | Not recorded | 68fa6c121e209131cea31eb4 |
| Base-1 | 0.2979 | Not recorded | 68fa6c121e209131cea31eb4 |

### CMP

NME: 0.2723. Result ID: 698ec6edffc3901de0a1048b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

Recorded evaluation configuration: {"Supervision strategy":"supervised"}. This record does not assert independent reproduction.

### CMP

NME: 0.2904. Result ID: 698ec6edffc3901de0a1048c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

Recorded evaluation configuration: {"Supervision strategy":"unsupervised"}. This record does not assert independent reproduction.

### Base-2

NME: 0.2969. Result ID: 698ec6edffc3901de0a1048a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536a2.md>)

[Implementation](<https://choyingw.github.io/works/SynergyNet/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Base-1

NME: 0.2979. Result ID: 698ec6edffc3901de0a10489.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c121e209131cea31eb4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693c1e209131cea21131.md>)

[Implementation](<https://github.com/cleardusk/3DDFA_V2>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.