# Emotion Classification on CREMA-D

Source: [Emotion Classification on CREMA-D](<https://www.sota2.com/research/sota/emotion-classification-on-crema-d>)

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

Data updated: 2026-02-26T05:42:51.154Z

Evaluation of Emotion Classification performance on the CREMA-D dataset, reporting Macro F1 and Micro F1 scores.

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 Classification |
| Dataset (including any stated split) | CREMA-D |
| Metric | F1 (Macro) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [F1 (Macro)](<https://www.sota2.com/research/sota/emotion-classification-on-crema-d.md?metric=F1%20(Macro)>): Higher is better; unit: PERCENT.

- [F1 (Micro)](<https://www.sota2.com/research/sota/emotion-classification-on-crema-d.md?metric=F1%20(Micro)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 (Macro) | Result date | Report paper |
| --- | --- | --- | --- |
| VAVL | 77.9 | Not recorded | 68fa74511e209131cea61059 |
| SFAV | 77.1 | Not recorded | 68fa74511e209131cea61059 |
| AuxFormer | 74.3 | Not recorded | 68fa74511e209131cea61059 |
| VAVL | 73.8 | Not recorded | 68fa74511e209131cea61059 |
| UAVM | 73.7 | Not recorded | 68fa74511e209131cea61059 |
| Uni. (V) | 72.5 | Not recorded | 68fa74511e209131cea61059 |
| MulT | 71.4 | Not recorded | 68fa74511e209131cea61059 |
| AuxFormer | 69.2 | Not recorded | 68fa74511e209131cea61059 |
| UAVM | 69.1 | Not recorded | 68fa74511e209131cea61059 |
| TLSTM | 66.7 | Not recorded | 68fa74511e209131cea61059 |
| SFAV | 65.8 | Not recorded | 68fa74511e209131cea61059 |
| SFAV | 65.6 | Not recorded | 68fa74511e209131cea61059 |
| VAVL | 62.8 | Not recorded | 68fa74511e209131cea61059 |
| Uni. (A) | 62.5 | Not recorded | 68fa74511e209131cea61059 |
| TLSTM | 57.4 | Not recorded | 68fa74511e209131cea61059 |
| UAVM | 55.2 | Not recorded | 68fa74511e209131cea61059 |
| AuxFormer | 50.4 | Not recorded | 68fa74511e209131cea61059 |
| TLSTM | 50.3 | Not recorded | 68fa74511e209131cea61059 |

### VAVL

F1 (Macro): 77.9. Result ID: 69933c093a6c314849149a1c.

[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":"Audio-Visual"}. This record does not assert independent reproduction.

### SFAV

F1 (Macro): 77.1. Result ID: 69933c093a6c314849149a25.

[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":"Audio-Visual"}. This record does not assert independent reproduction.

### AuxFormer

F1 (Macro): 74.3. Result ID: 69933c093a6c314849149a22.

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

Recorded evaluation configuration: {"Modality":"Audio-Visual"}. This record does not assert independent reproduction.

### VAVL

F1 (Macro): 73.8. Result ID: 69933c093a6c314849149a1e.

[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":"Visual"}. This record does not assert independent reproduction.

### UAVM

F1 (Macro): 73.7. Result ID: 69933c093a6c314849149a1f.

[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":"Audio-Visual"}. This record does not assert independent reproduction.

### Uni. (V)

F1 (Macro): 72.5. Result ID: 69933c093a6c314849149a2d.

[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":"Visual"}. This record does not assert independent reproduction.

### MulT

F1 (Macro): 71.4. Result ID: 69933c093a6c314849149a2b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d61e209131cea0c91f.md>)

[Implementation](<https://github.com/yaohungt/Multimodal-Transformer>)

Recorded evaluation configuration: {"Modality":"Audio-Visual"}. This record does not assert independent reproduction.

### AuxFormer

F1 (Macro): 69.2. Result ID: 69933c093a6c314849149a24.

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

Recorded evaluation configuration: {"Modality":"Visual"}. This record does not assert independent reproduction.

### UAVM

F1 (Macro): 69.1. Result ID: 69933c093a6c314849149a21.

[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":"Visual"}. This record does not assert independent reproduction.

### TLSTM

F1 (Macro): 66.7. Result ID: 69933c093a6c314849149a28.

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

Recorded evaluation configuration: {"Modality":"Audio-Visual"}. This record does not assert independent reproduction.

### SFAV

F1 (Macro): 65.8. Result ID: 69933c093a6c314849149a26.

[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.

### SFAV

F1 (Macro): 65.6. Result ID: 69933c093a6c314849149a27.

[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":"Visual"}. This record does not assert independent reproduction.

### VAVL

F1 (Macro): 62.8. Result ID: 69933c093a6c314849149a1d.

[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)

F1 (Macro): 62.5. Result ID: 69933c093a6c314849149a2c.

[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.

### TLSTM

F1 (Macro): 57.4. Result ID: 69933c093a6c314849149a2a.

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

Recorded evaluation configuration: {"Modality":"Visual"}. This record does not assert independent reproduction.

### UAVM

F1 (Macro): 55.2. Result ID: 69933c093a6c314849149a20.

[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.

### AuxFormer

F1 (Macro): 50.4. Result ID: 69933c093a6c314849149a23.

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

Recorded evaluation configuration: {"Modality":"Acoustic"}. This record does not assert independent reproduction.

### TLSTM

F1 (Macro): 50.3. Result ID: 69933c093a6c314849149a29.

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

Recorded evaluation configuration: {"Modality":"Acoustic"}. This record does not assert independent reproduction.

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