# Facial Expression Intensity Regression on EMER

Source: [Facial Expression Intensity Regression on EMER](<https://www.sota2.com/research/sota/facial-expression-intensity-regression-on-emer>)

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

Data updated: 2026-02-26T05:49:11.947Z

Evaluation of facial expression intensity estimation using regression metrics (MAE, MSE, RMSE) on the EMER 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 Expression Intensity Regression |
| Dataset (including any stated split) | EMER |
| Metric | MAE |
| 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

- [MAE](<https://www.sota2.com/research/sota/facial-expression-intensity-regression-on-emer.md?metric=MAE>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/facial-expression-intensity-regression-on-emer.md?metric=MSE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/facial-expression-intensity-regression-on-emer.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| EMERT | 0.66 | Not recorded | 6944dc19423ea42265729b6b |
| NORM-TR | 0.666 | Not recorded | 6944dc19423ea42265729b6b |
| TMT | 0.668 | Not recorded | 6944dc19423ea42265729b6b |
| MMA-DFER | 0.686 | Not recorded | 6944dc19423ea42265729b6b |
| ResNet\_Transformer | 0.701 | Not recorded | 6944dc19423ea42265729b6b |
| MulT | 0.804 | Not recorded | 6944dc19423ea42265729b6b |

### EMERT

MAE: 0.66. Result ID: 699830d35698665ec48c1918.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc19423ea42265729b6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dc19423ea42265729b6b.md>)

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

### NORM-TR

MAE: 0.666. Result ID: 699830d35698665ec48c1917.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc19423ea42265729b6b.md>)

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

### TMT

MAE: 0.668. Result ID: 699830d35698665ec48c1915.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc19423ea42265729b6b.md>)

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

### MMA-DFER

MAE: 0.686. Result ID: 699830d35698665ec48c1916.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc19423ea42265729b6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72db1e209131cea58f17.md>)

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

### ResNet\_Transformer

MAE: 0.701. Result ID: 699830d35698665ec48c1913.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc19423ea42265729b6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

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

### MulT

MAE: 0.804. Result ID: 699830d35698665ec48c1914.

[Reporting paper](<https://www.sota2.com/research/paper/6944dc19423ea42265729b6b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d61e209131cea0c91f.md>)

[Implementation](<https://github.com/yaohungt/Multimodal-Transformer>)

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

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