# Video Emotion Recognition on VE-8 (test)

Source: [Video Emotion Recognition on VE-8 (test)](<https://www.sota2.com/research/sota/video-emotion-recognition-on-ve-8-test>)

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

Data updated: 2026-02-26T05:27:36.350Z

Evaluation of Video Emotion Recognition performance on the test split of the VE-8 dataset, typically measuring classification accuracy.

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 | Video Emotion Recognition |
| Dataset (including any stated split) | VE-8 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/video-emotion-recognition-on-ve-8-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VAANet | 54.5 | Not recorded | 68fa67231e209131cea14967 |
| Kernelized+SentiBank | 52.5 | Not recorded | 68fa67231e209131cea14967 |
| V.+Au.+At.+E-MDBM | 51.1 | Not recorded | 68fa67231e209131cea14967 |
| CFN | 50.4 | Not recorded | 68fa67231e209131cea14967 |
| Kernelized | 49.7 | Not recorded | 68fa67231e209131cea14967 |
| V.+Au.+At. | 46.1 | Not recorded | 68fa67231e209131cea14967 |
| ITE | 44.7 | Not recorded | 68fa67231e209131cea14967 |
| E-MDBM | 40.4 | Not recorded | 68fa67231e209131cea14967 |
| SentiBank | 35.5 | Not recorded | 68fa67231e209131cea14967 |

### VAANet

Accuracy: 54.5. Result ID: 698d1bbb8b517eb4331f1404.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

[Implementation](<https://github.com/maysonma/VAANet>)

Recorded evaluation configuration: {"Visual":true,"Audio":true,"Attribute":false,"Auxiliary":true,"End-to-end":true}. This record does not assert independent reproduction.

### Kernelized+SentiBank

Accuracy: 52.5. Result ID: 698d1bbb8b517eb4331f1403.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

Recorded evaluation configuration: {"Visual":true,"Audio":true,"Attribute":true,"Auxiliary":true,"End-to-end":false}. This record does not assert independent reproduction.

### V.+Au.+At.+E-MDBM

Accuracy: 51.1. Result ID: 698d1bbb8b517eb4331f1401.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

Recorded evaluation configuration: {"Visual":true,"Audio":true,"Attribute":true,"Auxiliary":false,"End-to-end":false}. This record does not assert independent reproduction.

### CFN

Accuracy: 50.4. Result ID: 698d1bbb8b517eb4331f1400.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

Recorded evaluation configuration: {"Visual":true,"Audio":true,"Attribute":true,"Auxiliary":false,"End-to-end":false}. This record does not assert independent reproduction.

### Kernelized

Accuracy: 49.7. Result ID: 698d1bbb8b517eb4331f1402.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

Recorded evaluation configuration: {"Visual":true,"Audio":true,"Attribute":false,"Auxiliary":true,"End-to-end":false}. This record does not assert independent reproduction.

### V.+Au.+At.

Accuracy: 46.1. Result ID: 698d1bbb8b517eb4331f13ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

Recorded evaluation configuration: {"Visual":true,"Audio":true,"Attribute":true,"Auxiliary":false,"End-to-end":false}. This record does not assert independent reproduction.

### ITE

Accuracy: 44.7. Result ID: 698d1bbb8b517eb4331f13fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640f1e209131cea026e7.md>)

Recorded evaluation configuration: {"Visual":true,"Audio":true,"Attribute":true,"Auxiliary":false,"End-to-end":false}. This record does not assert independent reproduction.

### E-MDBM

Accuracy: 40.4. Result ID: 698d1bbb8b517eb4331f13fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

Recorded evaluation configuration: {"Visual":true,"Audio":true,"Attribute":false,"Auxiliary":false,"End-to-end":false}. This record does not assert independent reproduction.

### SentiBank

Accuracy: 35.5. Result ID: 698d1bbb8b517eb4331f13fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14967.md>)

Recorded evaluation configuration: {"Visual":true,"Audio":false,"Attribute":true,"Auxiliary":false,"End-to-end":false}. This record does not assert independent reproduction.

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