# Facial Action Unit Detection on DISFA (subject-independent three-fold cross-val)

Source: [Facial Action Unit Detection on DISFA (subject-independent three-fold cross-val)](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val>)

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

Data updated: 2026-04-24T07:26:05.272Z

Evaluation of Facial Action Unit Detection performance on the DISFA dataset using a subject-independent three-fold cross-validation scheme, reporting scores for AUs 1, 2, 4, 6, 9, 12, 25, 26, and the overall average.

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 Action Unit Detection |
| Dataset (including any stated split) | DISFA (subject-independent three-fold cross-val) |
| Metric | Average Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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 Score](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

- [AU1 Score](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val.md?metric=AU1%20Score>): Higher is better; unit: PERCENT.

- [AU2 Score](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val.md?metric=AU2%20Score>): Higher is better; unit: PERCENT.

- [AU4 Score](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val.md?metric=AU4%20Score>): Higher is better; unit: PERCENT.

- [AU6 Score](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val.md?metric=AU6%20Score>): Higher is better; unit: PERCENT.

- [AU9 Score](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val.md?metric=AU9%20Score>): Higher is better; unit: PERCENT.

- [AU12 Score](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val.md?metric=AU12%20Score>): Higher is better; unit: PERCENT.

- [AU25 Score](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val.md?metric=AU25%20Score>): Higher is better; unit: PERCENT.

- [AU26 Score](<https://www.sota2.com/research/sota/facial-action-unit-detection-on-disfa-subject-independent-three-fold-cross-val.md?metric=AU26%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| UAU-Net | 66.6 | Not recorded | 69eaf8f155a3c32af89f8837 |
| AUNCE | 66.4 | Not recorded | 69eaf8f155a3c32af89f8837 |
| AU-TTT | 66.4 | Not recorded | 69eaf8f155a3c32af89f8837 |
| MDHR | 66.2 | Not recorded | 69eaf8f155a3c32af89f8837 |
| SACL | 65.5 | Not recorded | 69eaf8f155a3c32af89f8837 |
| AC2D | 65.4 | Not recorded | 69eaf8f155a3c32af89f8837 |
| WSRTL | 64.6 | Not recorded | 69eaf8f155a3c32af89f8837 |
| RETD | 64.6 | Not recorded | 69eaf8f155a3c32af89f8837 |
| SMA-Net | 64.2 | Not recorded | 69eaf8f155a3c32af89f8837 |
| ME-GraphAU | 63.1 | Not recorded | 69eaf8f155a3c32af89f8837 |
| HSTR-Net | 62.9 | Not recorded | 69eaf8f155a3c32af89f8837 |
| UGN | 60 | Not recorded | 69eaf8f155a3c32af89f8837 |
| ARL | 58.7 | Not recorded | 69eaf8f155a3c32af89f8837 |
| JAA-Net | 56 | Not recorded | 69eaf8f155a3c32af89f8837 |
| SRERL | 55.9 | Not recorded | 69eaf8f155a3c32af89f8837 |
| EAC-Net | 48.5 | Not recorded | 69eaf8f155a3c32af89f8837 |

### UAU-Net

Average Score: 66.6. Result ID: 69eb1b0247f34ce924d2e739.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

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

### AUNCE

Average Score: 66.4. Result ID: 69eb1b0247f34ce924d2e732.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e434.md>)

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

### AU-TTT

Average Score: 66.4. Result ID: 69eb1b0247f34ce924d2e737.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77ad1e209131cea74a69.md>)

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

### MDHR

Average Score: 66.2. Result ID: 69eb1b0247f34ce924d2e735.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d01e209131cea58ac3.md>)

[Implementation](<https://github.com/CVI-SZU/MDHR>)

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

### SACL

Average Score: 65.5. Result ID: 69eb1b0247f34ce924d2e730.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705b1e209131cea4a92d.md>)

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

### AC2D

Average Score: 65.4. Result ID: 69eb1b0247f34ce924d2e731.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75321e209131cea66579.md>)

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

### WSRTL

Average Score: 64.6. Result ID: 69eb1b0247f34ce924d2e734.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bce.md>)

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

### RETD

Average Score: 64.6. Result ID: 69eb1b0247f34ce924d2e738.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

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

### SMA-Net

Average Score: 64.2. Result ID: 69eb1b0247f34ce924d2e72d.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31c9c.md>)

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

### ME-GraphAU

Average Score: 63.1. Result ID: 69eb1b0247f34ce924d2e72f.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d321e209131cea38508.md>)

[Implementation](<https://github.com/CVI-SZU/ME-GraphAU>)

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

### HSTR-Net

Average Score: 62.9. Result ID: 69eb1b0247f34ce924d2e733.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

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

### UGN

Average Score: 60. Result ID: 69eb1b0247f34ce924d2e736.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

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

### ARL

Average Score: 58.7. Result ID: 69eb1b0247f34ce924d2e72c.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa668f1e209131cea10d24.md>)

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

### JAA-Net

Average Score: 56. Result ID: 69eb1b0247f34ce924d2e72b.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

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

### SRERL

Average Score: 55.9. Result ID: 69eb1b0247f34ce924d2e72e.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a91e209131cea0bb72.md>)

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

### EAC-Net

Average Score: 48.5. Result ID: 69eb1b0247f34ce924d2e72a.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf8f155a3c32af89f8837.md>)

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.
