# Emotion Recognition on SEED-IV (Cross-session)

Source: [Emotion Recognition on SEED-IV (Cross-session)](<https://www.sota2.com/research/sota/emotion-recognition-on-seed-iv-cross-session>)

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

Data updated: 2026-06-02T07:05:26.847Z

Evaluation of emotion recognition performance using the SEED-IV dataset under a cross-session evaluation protocol.

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 | Emotion Recognition |
| Dataset (including any stated split) | SEED-IV (Cross-session) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/emotion-recognition-on-seed-iv-cross-session.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Standard Deviation](<https://www.sota2.com/research/sota/emotion-recognition-on-seed-iv-cross-session.md?metric=Standard%20Deviation>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FMLAN | 78.78 | Not recorded | 6a1e636cdbd7150506f850be |
| UF-AMA | 77.24 | Not recorded | 6a1e636cdbd7150506f850be |
| LGDAAN-Nets | 76.7 | Not recorded | 6a1e636cdbd7150506f850be |
| DA-CapsNet | 75.38 | Not recorded | 6a1e636cdbd7150506f850be |
| PR-PL | 74.62 | Not recorded | 6a1e636cdbd7150506f850be |

### FMLAN

Accuracy: 78.78. Result ID: 6a1e7f42fbc373592c18140c.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e636cdbd7150506f850be.md>)

Recorded evaluation configuration: {"Years":"2025"}. This record does not assert independent reproduction.

### UF-AMA

Accuracy: 77.24. Result ID: 6a1e7f42fbc373592c18140d.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e636cdbd7150506f850be.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e636cdbd7150506f850be.md>)

Recorded evaluation configuration: {"Years":"2026"}. This record does not assert independent reproduction.

### LGDAAN-Nets

Accuracy: 76.7. Result ID: 6a1e7f42fbc373592c18140b.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e636cdbd7150506f850be.md>)

Recorded evaluation configuration: {"Years":"2025"}. This record does not assert independent reproduction.

### DA-CapsNet

Accuracy: 75.38. Result ID: 6a1e7f42fbc373592c181409.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e636cdbd7150506f850be.md>)

Recorded evaluation configuration: {"Years":"2024"}. This record does not assert independent reproduction.

### PR-PL

Accuracy: 74.62. Result ID: 6a1e7f42fbc373592c18140a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e636cdbd7150506f850be.md>)

Recorded evaluation configuration: {"Years":"2024"}. This record does not assert independent reproduction.

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