# Multimodal Emotion Recognition on MELD IID Setting

Source: [Multimodal Emotion Recognition on MELD IID Setting](<https://www.sota2.com/research/sota/multimodal-emotion-recognition-on-meld-iid-setting>)

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

Data updated: 2026-03-12T08:03:46.113Z

Evaluation of Multimodal Emotion Recognition performance specifically under the Independent and Identically Distributed (IID) setting using the MELD dataset. Reports standard classification accuracy alongside communication overhead.

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) | MELD IID Setting |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/multimodal-emotion-recognition-on-meld-iid-setting.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Communication Overhead (MB)](<https://www.sota2.com/research/sota/multimodal-emotion-recognition-on-meld-iid-setting.md?metric=Communication%20Overhead%20(MB)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MFedMC (Ours) | 55.82 | Not recorded | 68fa72051e209131cea542ce |
| Ours w/o Client Sel. | 55.58 | Not recorded | 68fa72051e209131cea542ce |
| Ours w/o Joint Sel. | 55.44 | Not recorded | 68fa72051e209131cea542ce |
| Ours w/o Modality Sel | 54.89 | Not recorded | 68fa72051e209131cea542ce |
| MMFed | 51.85 | Not recorded | 68fa72051e209131cea542ce |
| FL-FD | 50.3 | Not recorded | 68fa72051e209131cea542ce |
| FedMultimodal | 49.39 | Not recorded | 68fa72051e209131cea542ce |
| FLASH | 49.1 | Not recorded | 68fa72051e209131cea542ce |
| Harmony | 45.26 | Not recorded | 68fa72051e209131cea542ce |

### MFedMC (Ours)

Accuracy: 55.82. Result ID: 69b271e96dbb7075b95cd7b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy","Specific Config":"δ=0.2, γ=1, αs=1/3, αc=1/3, αr=1/3"}. This record does not assert independent reproduction.

### Ours w/o Client Sel.

Accuracy: 55.58. Result ID: 69b271e96dbb7075b95cd7b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction.

### Ours w/o Joint Sel.

Accuracy: 55.44. Result ID: 69b271e96dbb7075b95cd7b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction.

### Ours w/o Modality Sel

Accuracy: 54.89. Result ID: 69b271e96dbb7075b95cd7b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction.

### MMFed

Accuracy: 51.85. Result ID: 69b271e96dbb7075b95cd7ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction.

### FL-FD

Accuracy: 50.3. Result ID: 69b271e96dbb7075b95cd7ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction.

### FedMultimodal

Accuracy: 49.39. Result ID: 69b271e96dbb7075b95cd7ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc71e209131cea47574.md>)

Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction.

### FLASH

Accuracy: 49.1. Result ID: 69b271e96dbb7075b95cd7ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction.

### Harmony

Accuracy: 45.26. Result ID: 69b271e96dbb7075b95cd7af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72051e209131cea542ce.md>)

Recorded evaluation configuration: {"Communication Constraint":"5 MB","Goal":"Achieve Target Accuracy"}. This record does not assert independent reproduction.

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