# Speech Emotion Recognition on IEMOCAP (LOSO)

Source: [Speech Emotion Recognition on IEMOCAP (LOSO)](<https://www.sota2.com/research/sota/speech-emotion-recognition-on-iemocap-loso>)

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

Data updated: 2026-02-26T06:08:21.469Z

Evaluation of Speech Emotion Recognition performance on the IEMOCAP dataset using the Leave One Session Out (LOSO) protocol, reporting Weighted Accuracy (WA) and Unweighted Accuracy (UA).

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 | Speech Emotion Recognition |
| Dataset (including any stated split) | IEMOCAP (Leave One Session Out (LOSO)) |
| Metric | WA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| 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

- [WA](<https://www.sota2.com/research/sota/speech-emotion-recognition-on-iemocap-loso.md?metric=WA>): Higher is better; unit: PERCENT.

- [UA](<https://www.sota2.com/research/sota/speech-emotion-recognition-on-iemocap-loso.md?metric=UA>): Higher is better; unit: PERCENT.

## Recorded results

| Method | WA | Result date | Report paper |
| --- | --- | --- | --- |
| SP | 64.8 | Not recorded | 68fa65161e209131cea082c5 |
| RQA+IS10 | 63 | Not recorded | 68fa65161e209131cea082c5 |
| RQA+IS10 | 62.9 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 62.8 | Not recorded | 68fa65161e209131cea082c5 |
| RQA+IS10 | 62.7 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 62.6 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 62 | Not recorded | 68fa65161e209131cea082c5 |
| MFB | 61.8 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 60.9 | Not recorded | 68fa65161e209131cea082c5 |
| RQA+IS10 | 59.5 | Not recorded | 68fa65161e209131cea082c5 |
| RQA+IS10 | 59.3 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 59.2 | Not recorded | 68fa65161e209131cea082c5 |
| RQA+IS10 | 59.2 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 58.9 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 58.3 | Not recorded | 68fa65161e209131cea082c5 |
| RQA+IS10 | 58.3 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 57.5 | Not recorded | 68fa65161e209131cea082c5 |
| RQA | 56.7 | Not recorded | 68fa65161e209131cea082c5 |
| RQA | 56.6 | Not recorded | 68fa65161e209131cea082c5 |
| RQA | 55.6 | Not recorded | 68fa65161e209131cea082c5 |
| RQA+IS10 | 55.6 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 54.6 | Not recorded | 68fa65161e209131cea082c5 |
| RQA+IS10 | 54.5 | Not recorded | 68fa65161e209131cea082c5 |
| IS10 | 53.5 | Not recorded | 68fa65161e209131cea082c5 |
| RQA | 53.1 | Not recorded | 68fa65161e209131cea082c5 |
| RQA | 53.1 | Not recorded | 68fa65161e209131cea082c5 |
| RQA | 52.9 | Not recorded | 68fa65161e209131cea082c5 |
| RQA | 52.8 | Not recorded | 68fa65161e209131cea082c5 |
| RQA | 52.6 | Not recorded | 68fa65161e209131cea082c5 |
| RQA | 52.2 | Not recorded | 68fa65161e209131cea082c5 |
| GFS | 50.5 | Not recorded | 68fa65161e209131cea082c5 |

### SP

WA: 64.8. Result ID: 698c9bd80b614d12cff1ef04.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"CNN","Normalization":"G-N"}. This record does not assert independent reproduction.

### RQA+IS10

WA: 63. Result ID: 698c9bd80b614d12cff1ef00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"A-BLSTM","Normalization":"PF-N"}. This record does not assert independent reproduction.

### RQA+IS10

WA: 62.9. Result ID: 698c9bd80b614d12cff1ef01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"A-BLSTM","Normalization":"G-N"}. This record does not assert independent reproduction.

### IS10

WA: 62.8. Result ID: 698c9bd80b614d12cff1eeef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"A-BLSTM","Normalization":"G-N"}. This record does not assert independent reproduction.

### RQA+IS10

WA: 62.7. Result ID: 698c9bd80b614d12cff1eeff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"A-BLSTM","Normalization":"PS-N"}. This record does not assert independent reproduction.

### IS10

WA: 62.6. Result ID: 698c9bd80b614d12cff1eeee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"A-BLSTM","Normalization":"PF-N"}. This record does not assert independent reproduction.

### IS10

WA: 62. Result ID: 698c9bd80b614d12cff1eeed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"A-BLSTM","Normalization":"PS-N"}. This record does not assert independent reproduction.

### MFB

WA: 61.8. Result ID: 698c9bd80b614d12cff1ef02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"CNN","Normalization":"PS-N"}. This record does not assert independent reproduction.

### IS10

WA: 60.9. Result ID: 698c9bd80b614d12cff1ef03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"DBN","Normalization":"G-N"}. This record does not assert independent reproduction.

### RQA+IS10

WA: 59.5. Result ID: 698c9bd80b614d12cff1eefb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"SVM","Normalization":"G-N"}. This record does not assert independent reproduction.

### RQA+IS10

WA: 59.3. Result ID: 698c9bd80b614d12cff1eef9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"SVM","Normalization":"PS-N"}. This record does not assert independent reproduction.

### IS10

WA: 59.2. Result ID: 698c9bd80b614d12cff1eee9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"SVM","Normalization":"G-N"}. This record does not assert independent reproduction.

### RQA+IS10

WA: 59.2. Result ID: 698c9bd80b614d12cff1eefa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"SVM","Normalization":"PF-N"}. This record does not assert independent reproduction.

### IS10

WA: 58.9. Result ID: 698c9bd80b614d12cff1eee8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"SVM","Normalization":"PF-N"}. This record does not assert independent reproduction.

### IS10

WA: 58.3. Result ID: 698c9bd80b614d12cff1eee7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"SVM","Normalization":"PS-N"}. This record does not assert independent reproduction.

### RQA+IS10

WA: 58.3. Result ID: 698c9bd80b614d12cff1eefc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"LR","Normalization":"PS-N"}. This record does not assert independent reproduction.

### IS10

WA: 57.5. Result ID: 698c9bd80b614d12cff1eeea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"LR","Normalization":"PS-N"}. This record does not assert independent reproduction.

### RQA

WA: 56.7. Result ID: 698c9bd80b614d12cff1eef8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"A-BLSTM","Normalization":"G-N"}. This record does not assert independent reproduction.

### RQA

WA: 56.6. Result ID: 698c9bd80b614d12cff1eef7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"A-BLSTM","Normalization":"PF-N"}. This record does not assert independent reproduction.

### RQA

WA: 55.6. Result ID: 698c9bd80b614d12cff1eef6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"A-BLSTM","Normalization":"PS-N"}. This record does not assert independent reproduction.

### RQA+IS10

WA: 55.6. Result ID: 698c9bd80b614d12cff1eefd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"LR","Normalization":"PF-N"}. This record does not assert independent reproduction.

### IS10

WA: 54.6. Result ID: 698c9bd80b614d12cff1eeeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"LR","Normalization":"PF-N"}. This record does not assert independent reproduction.

### RQA+IS10

WA: 54.5. Result ID: 698c9bd80b614d12cff1eefe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"LR","Normalization":"G-N"}. This record does not assert independent reproduction.

### IS10

WA: 53.5. Result ID: 698c9bd80b614d12cff1eeec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"LR","Normalization":"G-N"}. This record does not assert independent reproduction.

### RQA

WA: 53.1. Result ID: 698c9bd80b614d12cff1eef1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"SVM","Normalization":"PF-N"}. This record does not assert independent reproduction.

### RQA

WA: 53.1. Result ID: 698c9bd80b614d12cff1eef2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"SVM","Normalization":"G-N"}. This record does not assert independent reproduction.

### RQA

WA: 52.9. Result ID: 698c9bd80b614d12cff1eef0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"SVM","Normalization":"PS-N"}. This record does not assert independent reproduction.

### RQA

WA: 52.8. Result ID: 698c9bd80b614d12cff1eef5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"LR","Normalization":"G-N"}. This record does not assert independent reproduction.

### RQA

WA: 52.6. Result ID: 698c9bd80b614d12cff1eef4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"LR","Normalization":"PF-N"}. This record does not assert independent reproduction.

### RQA

WA: 52.2. Result ID: 698c9bd80b614d12cff1eef3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"LR","Normalization":"PS-N"}. This record does not assert independent reproduction.

### GFS

WA: 50.5. Result ID: 698c9bd80b614d12cff1ef05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65161e209131cea082c5.md>)

Recorded evaluation configuration: {"Model":"BLSTM","Normalization":"PF-N"}. This record does not assert independent reproduction.

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