# Speech Emotion Recognition on IEMOCAP Speaker-Dependent (test)

Source: [Speech Emotion Recognition on IEMOCAP Speaker-Dependent (test)](<https://www.sota2.com/research/sota/speech-emotion-recognition-on-iemocap-speaker-dependent-test>)

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

Data updated: 2026-02-26T06:08:21.824Z

Evaluation of Speech Emotion Recognition performance on the speaker-dependent test split of the IEMOCAP dataset, reporting Weighted Accuracy (WA).

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 Speaker-Dependent (test) |
| Metric | WA (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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-speaker-dependent-test.md?metric=WA%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | WA (%) | Result date | Report paper |
| --- | --- | --- | --- |
| PF-hbt-large | 79.58 | Not recorded | 68fa6d901e209131cea3aab8 |
| PF-hbt-large-960h | 78.96 | Not recorded | 68fa6d901e209131cea3aab8 |
| EF-hbt-large-960h | 78.78 | Not recorded | 68fa6d901e209131cea3aab8 |
| EF-hbt-large | 78.52 | Not recorded | 68fa6d901e209131cea3aab8 |
| PF-w2v-large | 77.47 | Not recorded | 68fa6d901e209131cea3aab8 |
| PF-w2v-base | 77.02 | Not recorded | 68fa6d901e209131cea3aab8 |
| EF-w2v-large | 77 | Not recorded | 68fa6d901e209131cea3aab8 |
| PF-w2v-large-960h | 76.75 | Not recorded | 68fa6d901e209131cea3aab8 |
| PF-hbt-base | 76.6 | Not recorded | 68fa6d901e209131cea3aab8 |
| EF-hbt-base | 76.53 | Not recorded | 68fa6d901e209131cea3aab8 |
| Head Fusion | 76.18 | Not recorded | 68fa6d901e209131cea3aab8 |
| EF-w2v-base | 75.9 | Not recorded | 68fa6d901e209131cea3aab8 |
| PF-w2v-base-960h | 73.84 | Not recorded | 68fa6d901e209131cea3aab8 |
| EF-w2v-base-960h | 73.64 | Not recorded | 68fa6d901e209131cea3aab8 |
| EF-w2v-large-960h | 73 | Not recorded | 68fa6d901e209131cea3aab8 |

### PF-hbt-large

WA (%): 79.58. Result ID: 698fc0ae3a6c314849fb9beb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Backbone architecture":"HuBERT","Model scale":"Large","ASR fine-tuning":"No"}. This record does not assert independent reproduction.

### PF-hbt-large-960h

WA (%): 78.96. Result ID: 698fc0ae3a6c314849fb9bed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Backbone architecture":"HuBERT","Model scale":"Large","ASR fine-tuning":"960h"}. This record does not assert independent reproduction.

### EF-hbt-large-960h

WA (%): 78.78. Result ID: 698fc0ae3a6c314849fb9bec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Backbone architecture":"HuBERT","Model scale":"Large","ASR fine-tuning":"960h"}. This record does not assert independent reproduction.

### EF-hbt-large

WA (%): 78.52. Result ID: 698fc0ae3a6c314849fb9bea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Backbone architecture":"HuBERT","Model scale":"Large","ASR fine-tuning":"No"}. This record does not assert independent reproduction.

### PF-w2v-large

WA (%): 77.47. Result ID: 698fc0ae3a6c314849fb9be5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Backbone architecture":"wav2vec 2.0","Model scale":"Large","ASR fine-tuning":"No"}. This record does not assert independent reproduction.

### PF-w2v-base

WA (%): 77.02. Result ID: 698fc0ae3a6c314849fb9be1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Backbone architecture":"wav2vec 2.0","Model scale":"Base","ASR fine-tuning":"No"}. This record does not assert independent reproduction.

### EF-w2v-large

WA (%): 77. Result ID: 698fc0ae3a6c314849fb9be4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Backbone architecture":"wav2vec 2.0","Model scale":"Large","ASR fine-tuning":"No"}. This record does not assert independent reproduction.

### PF-w2v-large-960h

WA (%): 76.75. Result ID: 698fc0ae3a6c314849fb9be7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Backbone architecture":"wav2vec 2.0","Model scale":"Large","ASR fine-tuning":"960h"}. This record does not assert independent reproduction.

### PF-hbt-base

WA (%): 76.6. Result ID: 698fc0ae3a6c314849fb9be9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Backbone architecture":"HuBERT","Model scale":"Base","ASR fine-tuning":"No"}. This record does not assert independent reproduction.

### EF-hbt-base

WA (%): 76.53. Result ID: 698fc0ae3a6c314849fb9be8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Backbone architecture":"HuBERT","Model scale":"Base","ASR fine-tuning":"No"}. This record does not assert independent reproduction.

### Head Fusion

WA (%): 76.18. Result ID: 698fc0ae3a6c314849fb9bee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

Recorded evaluation configuration: {"Backbone architecture":"ACNN"}. This record does not assert independent reproduction.

### EF-w2v-base

WA (%): 75.9. Result ID: 698fc0ae3a6c314849fb9be0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Backbone architecture":"wav2vec 2.0","Model scale":"Base","ASR fine-tuning":"No"}. This record does not assert independent reproduction.

### PF-w2v-base-960h

WA (%): 73.84. Result ID: 698fc0ae3a6c314849fb9be3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Partial","Backbone architecture":"wav2vec 2.0","Model scale":"Base","ASR fine-tuning":"960h"}. This record does not assert independent reproduction.

### EF-w2v-base-960h

WA (%): 73.64. Result ID: 698fc0ae3a6c314849fb9be2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Backbone architecture":"wav2vec 2.0","Model scale":"Base","ASR fine-tuning":"960h"}. This record does not assert independent reproduction.

### EF-w2v-large-960h

WA (%): 73. Result ID: 698fc0ae3a6c314849fb9be6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d901e209131cea3aab8.md>)

[Implementation](<https://github.com/speechbrain/speechbrain/tree/develop/recipes>)

Recorded evaluation configuration: {"Fine-tuning strategy":"Entire","Backbone architecture":"wav2vec 2.0","Model scale":"Large","ASR fine-tuning":"960h"}. This record does not assert independent reproduction.

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