# Emotional Attribute Prediction on MSP-IMPROV Acoustic

Source: [Emotional Attribute Prediction on MSP-IMPROV Acoustic](<https://www.sota2.com/research/sota/emotional-attribute-prediction-on-msp-improv-acoustic>)

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

Data updated: 2026-02-26T05:35:01.644Z

Evaluation of Emotional Attribute Prediction performance on the MSP-IMPROV Acoustic dataset, reporting dimensional scores for Arousal, Valence, and Dominance.

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 | Emotional Attribute Prediction |
| Dataset (including any stated split) | MSP-IMPROV Acoustic |
| Metric | Arousal |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Arousal](<https://www.sota2.com/research/sota/emotional-attribute-prediction-on-msp-improv-acoustic.md?metric=Arousal>): Higher is better; unit: SCALAR.

- [Valence](<https://www.sota2.com/research/sota/emotional-attribute-prediction-on-msp-improv-acoustic.md?metric=Valence>): Higher is better; unit: SCALAR.

- [Dominance](<https://www.sota2.com/research/sota/emotional-attribute-prediction-on-msp-improv-acoustic.md?metric=Dominance>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Arousal | Result date | Report paper |
| --- | --- | --- | --- |
| VAVL | 0.853 | Not recorded | 68fa74511e209131cea61059 |
| Uni. (A) | 0.841 | Not recorded | 68fa74511e209131cea61059 |
| TLSTM | 0.835 | Not recorded | 68fa74511e209131cea61059 |
| SFAV | 0.745 | Not recorded | 68fa74511e209131cea61059 |
| AuxFormer | 0.722 | Not recorded | 68fa74511e209131cea61059 |
| UAVM | 0.578 | Not recorded | 68fa74511e209131cea61059 |

### VAVL

Arousal: 0.853. Result ID: 69933c093a6c314849149a10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea61059.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74511e209131cea61059.md>)

[Implementation](<https://github.com/ilucasgoncalves/VAVL>)

Recorded evaluation configuration: {"modality":"acoustic"}. This record does not assert independent reproduction.

### Uni. (A)

Arousal: 0.841. Result ID: 69933c093a6c314849149a15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea61059.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74511e209131cea61059.md>)

[Implementation](<https://github.com/ilucasgoncalves/VAVL>)

Recorded evaluation configuration: {"modality":"acoustic","variant":"unimodal"}. This record does not assert independent reproduction.

### TLSTM

Arousal: 0.835. Result ID: 69933c093a6c314849149a14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea61059.md>)

Recorded evaluation configuration: {"modality":"acoustic"}. This record does not assert independent reproduction.

### SFAV

Arousal: 0.745. Result ID: 69933c093a6c314849149a13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea61059.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fed0.md>)

[Implementation](<https://github.com/rwightman/pytorch-image-models>)

Recorded evaluation configuration: {"modality":"acoustic"}. This record does not assert independent reproduction.

### AuxFormer

Arousal: 0.722. Result ID: 69933c093a6c314849149a12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea61059.md>)

Recorded evaluation configuration: {"modality":"acoustic"}. This record does not assert independent reproduction.

### UAVM

Arousal: 0.578. Result ID: 69933c093a6c314849149a11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74511e209131cea61059.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8c1e209131cea407fa.md>)

[Implementation](<https://github.com/yuangongnd/uavm>)

Recorded evaluation configuration: {"modality":"acoustic"}. This record does not assert independent reproduction.

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