# Multimodal Emotion Recognition on SIMS (test)

Source: [Multimodal Emotion Recognition on SIMS (test)](<https://www.sota2.com/research/sota/multimodal-emotion-recognition-on-sims-test>)

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

Data updated: 2026-02-26T05:26:48.565Z

Evaluation of Multimodal Emotion Recognition performance on the test split of the SIMS dataset, reporting accuracies for 2, 3, and 5 classes.

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 | Multimodal Emotion Recognition |
| Dataset (including any stated split) | SIMS (test) |
| Metric | Acc (2 Class) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Acc (2 Class)](<https://www.sota2.com/research/sota/multimodal-emotion-recognition-on-sims-test.md?metric=Acc%20(2%20Class)>): Higher is better; unit: PERCENT.

- [Acc (3 Class)](<https://www.sota2.com/research/sota/multimodal-emotion-recognition-on-sims-test.md?metric=Acc%20(3%20Class)>): Higher is better; unit: PERCENT.

- [Acc (5 Class)](<https://www.sota2.com/research/sota/multimodal-emotion-recognition-on-sims-test.md?metric=Acc%20(5%20Class)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc (2 Class) | Result date | Report paper |
| --- | --- | --- | --- |
| TFN | 82.06 | Not recorded | 6944dc19423ea42265729b6b |
| EMERT | 80.31 | Not recorded | 6944dc19423ea42265729b6b |
| Self-MM | 78.99 | Not recorded | 6944dc19423ea42265729b6b |
| MulT | 78.84 | Not recorded | 6944dc19423ea42265729b6b |
| MFN | 78.26 | Not recorded | 6944dc19423ea42265729b6b |

### TFN

Acc (2 Class): 82.06. Result ID: 699830d35698665ec48c18db.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63811e209131ce9fefcf.md>)

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

### EMERT

Acc (2 Class): 80.31. Result ID: 699830d35698665ec48c18de.

[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.

### Self-MM

Acc (2 Class): 78.99. Result ID: 699830d35698665ec48c18dd.

[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

Acc (2 Class): 78.84. Result ID: 699830d35698665ec48c18da.

[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.

### MFN

Acc (2 Class): 78.26. Result ID: 699830d35698665ec48c18dc.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa640b1e209131cea0247f.md>)

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

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