# Facial Expression Recognition on RAF-DB Compound

Source: [Facial Expression Recognition on RAF-DB Compound](<https://www.sota2.com/research/sota/facial-expression-recognition-on-raf-db-compound>)

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

Data updated: 2026-04-01T08:25:43.981Z

Evaluation of Facial Expression Recognition performance on the RAF-DB Compound dataset, measured using 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 | Facial Expression Recognition |
| Dataset (including any stated split) | RAF-DB Compound |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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/facial-expression-recognition-on-raf-db-compound.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AMDiT (cnn = cp) | 68.18 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| T-VPT-M | 67.17 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| Bi-center loss | 66.16 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| AMDiT (cnn = cnc) | 63.51 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| CDNet | 63.03 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| ESG-Net | 61.9 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| Separate loss | 58.84 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| DLP-CNN | 57.95 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| AMDiT (cp) | 53.91 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| EmoDC Base | 51.89 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| AMDiT (cnc) | 48.48 | Not recorded | 69cca6ca0636e5bf4afcbe3e |
| EmoDC (Base) | 43.94 | Not recorded | 69cca6ca0636e5bf4afcbe3e |

### AMDiT (cnn = cp)

Accuracy: 68.18. Result ID: 69ccd67847f34ce924b67ce2.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"FP":"No"}. This record does not assert independent reproduction.

### T-VPT-M

Accuracy: 67.17. Result ID: 69ccd67847f34ce924b67cdf.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"FP":"No"}. This record does not assert independent reproduction.

### Bi-center loss

Accuracy: 66.16. Result ID: 69ccd67847f34ce924b67cde.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"FP":"Yes"}. This record does not assert independent reproduction.

### AMDiT (cnn = cnc)

Accuracy: 63.51. Result ID: 69ccd67847f34ce924b67ce1.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"FP":"No"}. This record does not assert independent reproduction.

### CDNet

Accuracy: 63.03. Result ID: 69ccd67847f34ce924b67cdd.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfd1e209131cea37288.md>)

Recorded evaluation configuration: {"FP":"Yes"}. This record does not assert independent reproduction.

### ESG-Net

Accuracy: 61.9. Result ID: 69ccd67847f34ce924b67cdc.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b981e209131cea2f296.md>)

Recorded evaluation configuration: {"FP":"Yes"}. This record does not assert independent reproduction.

### Separate loss

Accuracy: 58.84. Result ID: 69ccd67847f34ce924b67cdb.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"FP":"No"}. This record does not assert independent reproduction.

### DLP-CNN

Accuracy: 57.95. Result ID: 69ccd67847f34ce924b67cda.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"FP":"No"}. This record does not assert independent reproduction.

### AMDiT (cp)

Accuracy: 53.91. Result ID: 69ccd67847f34ce924b67cf1.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"Training set":"RAF-DB\_B"}. This record does not assert independent reproduction.

### EmoDC Base

Accuracy: 51.89. Result ID: 69ccd67847f34ce924b67ce0.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"FP":"No"}. This record does not assert independent reproduction.

### AMDiT (cnc)

Accuracy: 48.48. Result ID: 69ccd67847f34ce924b67cf0.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"Training set":"RAF-DB\_B"}. This record does not assert independent reproduction.

### EmoDC (Base)

Accuracy: 43.94. Result ID: 69ccd67847f34ce924b67cef.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6ca0636e5bf4afcbe3e.md>)

Recorded evaluation configuration: {"Training set":"RAF-DB\_B"}. This record does not assert independent reproduction.

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