# Emotional Recognition on EMER 7-class (test)

Source: [Emotional Recognition on EMER 7-class (test)](<https://www.sota2.com/research/sota/emotional-recognition-on-emer-7-class-test>)

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

Data updated: 2026-02-26T06:08:45.851Z

Evaluation of Emotional Recognition performance on the test split of the EMER 7-class dataset, reporting Weighted Accuracy (WAR), Unweighted Accuracy (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 | Emotional Recognition |
| Dataset (including any stated split) | EMER 7-class (test) |
| Metric | Weighted Accuracy (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

- [Weighted Accuracy (WAR)](<https://www.sota2.com/research/sota/emotional-recognition-on-emer-7-class-test.md?metric=Weighted%20Accuracy%20(WAR)>): Higher is better; unit: PERCENT.

- [Unweighted Accuracy (UAR)](<https://www.sota2.com/research/sota/emotional-recognition-on-emer-7-class-test.md?metric=Unweighted%20Accuracy%20(UAR)>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/emotional-recognition-on-emer-7-class-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Weighted Accuracy (WAR) | Result date | Report paper |
| --- | --- | --- | --- |
| EMERT | 33.92 | Not recorded | 6944dc19423ea42265729b6b |
| NORM-TR | 33.72 | Not recorded | 6944dc19423ea42265729b6b |
| TMT | 33.65 | Not recorded | 6944dc19423ea42265729b6b |
| TAILOR | 33.39 | Not recorded | 6944dc19423ea42265729b6b |
| LMF | 33.07 | Not recorded | 6944dc19423ea42265729b6b |
| Self MM | 32.47 | Not recorded | 6944dc19423ea42265729b6b |
| MulT | 31.96 | Not recorded | 6944dc19423ea42265729b6b |
| MMIM | 31.71 | Not recorded | 6944dc19423ea42265729b6b |
| C3D Transformer | 31.66 | Not recorded | 6944dc19423ea42265729b6b |
| TMC | 31.28 | Not recorded | 6944dc19423ea42265729b6b |
| ResNet LSTM | 31.18 | Not recorded | 6944dc19423ea42265729b6b |
| MMA-DFER | 30.65 | Not recorded | 6944dc19423ea42265729b6b |
| ResNet Transformer | 29.21 | Not recorded | 6944dc19423ea42265729b6b |

### EMERT

Weighted Accuracy (WAR): 33.92. Result ID: 699830d35698665ec48c1905.

[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

Weighted Accuracy (WAR): 33.72. Result ID: 699830d35698665ec48c1904.

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

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

### TMT

Weighted Accuracy (WAR): 33.65. Result ID: 699830d35698665ec48c1902.

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

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

### TAILOR

Weighted Accuracy (WAR): 33.39. Result ID: 699830d35698665ec48c18fa.

[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.

### LMF

Weighted Accuracy (WAR): 33.07. Result ID: 699830d35698665ec48c18fc.

[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.

### Self MM

Weighted Accuracy (WAR): 32.47. Result ID: 699830d35698665ec48c1900.

[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.

### MulT

Weighted Accuracy (WAR): 31.96. Result ID: 699830d35698665ec48c18fb.

[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.

### MMIM

Weighted Accuracy (WAR): 31.71. Result ID: 699830d35698665ec48c1901.

[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.

### C3D Transformer

Weighted Accuracy (WAR): 31.66. Result ID: 699830d35698665ec48c18ff.

[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.

### TMC

Weighted Accuracy (WAR): 31.28. Result ID: 699830d35698665ec48c18f9.

[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.

### ResNet LSTM

Weighted Accuracy (WAR): 31.18. Result ID: 699830d35698665ec48c18fd.

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

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

### MMA-DFER

Weighted Accuracy (WAR): 30.65. Result ID: 699830d35698665ec48c1903.

[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

Weighted Accuracy (WAR): 29.21. Result ID: 699830d35698665ec48c18fe.

[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.

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