# Facial Expression Recognition on EMER 3-class (test)

Source: [Facial Expression Recognition on EMER 3-class (test)](<https://www.sota2.com/research/sota/facial-expression-recognition-on-emer-3-class-test>)

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

Data updated: 2026-02-26T06:08:22.834Z

Evaluation of Facial Expression Recognition performance on the test split of the EMER 3-class dataset, typically measured by Weighted Accuracy Rate (WAR), Unweighted Accuracy Rate (UAR), and F1 score.

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 Recognition |
| Dataset (including any stated split) | EMER 3-class (test) |
| Metric | WAR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [WAR](<https://www.sota2.com/research/sota/facial-expression-recognition-on-emer-3-class-test.md?metric=WAR>): Higher is better; unit: PERCENT.

- [UAR](<https://www.sota2.com/research/sota/facial-expression-recognition-on-emer-3-class-test.md?metric=UAR>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/facial-expression-recognition-on-emer-3-class-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | WAR | Result date | Report paper |
| --- | --- | --- | --- |
| EMERT | 68.1 | Not recorded | 6944dc19423ea42265729b6b |
| MMIM | 68.05 | Not recorded | 6944dc19423ea42265729b6b |
| ResNet LSTM | 67.24 | Not recorded | 6944dc19423ea42265729b6b |
| TMT | 67.14 | Not recorded | 6944dc19423ea42265729b6b |
| NORM-TR | 66.92 | Not recorded | 6944dc19423ea42265729b6b |
| LMF | 66.9 | Not recorded | 6944dc19423ea42265729b6b |
| MulT | 64.94 | Not recorded | 6944dc19423ea42265729b6b |
| TAILOR | 63.91 | Not recorded | 6944dc19423ea42265729b6b |
| Self MM | 61.51 | Not recorded | 6944dc19423ea42265729b6b |
| ResNet Transformer | 61.01 | Not recorded | 6944dc19423ea42265729b6b |
| C3D Transformer | 59.67 | Not recorded | 6944dc19423ea42265729b6b |
| MMA-DFER | 59.43 | Not recorded | 6944dc19423ea42265729b6b |
| TMC | 54.56 | Not recorded | 6944dc19423ea42265729b6b |

### EMERT

WAR: 68.1. Result ID: 699830d35698665ec48c18f8.

[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.

### MMIM

WAR: 68.05. Result ID: 699830d35698665ec48c18f4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad31e209131cea2a94e.md>)

[Implementation](<https://github.com/declare-lab/Multimodal-Infomax>)

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

### ResNet LSTM

WAR: 67.24. Result ID: 699830d35698665ec48c18f0.

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

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

### TMT

WAR: 67.14. Result ID: 699830d35698665ec48c18f5.

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

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

### NORM-TR

WAR: 66.92. Result ID: 699830d35698665ec48c18f7.

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

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

### LMF

WAR: 66.9. Result ID: 699830d35698665ec48c18ef.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa646c1e209131cea049e6.md>)

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

### MulT

WAR: 64.94. Result ID: 699830d35698665ec48c18ee.

[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.

### TAILOR

WAR: 63.91. Result ID: 699830d35698665ec48c18ed.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b971e209131cea2f1e2.md>)

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

### Self MM

WAR: 61.51. Result ID: 699830d35698665ec48c18f3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa69371e209131cea20e31.md>)

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

### ResNet Transformer

WAR: 61.01. Result ID: 699830d35698665ec48c18f1.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

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

### C3D Transformer

WAR: 59.67. Result ID: 699830d35698665ec48c18f2.

[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.

### MMA-DFER

WAR: 59.43. Result ID: 699830d35698665ec48c18f6.

[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.

### TMC

WAR: 54.56. Result ID: 699830d35698665ec48c18ec.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd81e209131cea36301.md>)

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

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