# Facial Expression Estimation on KeyframeFace held-out subjects (test)

Source: [Facial Expression Estimation on KeyframeFace held-out subjects (test)](<https://www.sota2.com/research/sota/facial-expression-estimation-on-keyframeface-held-out-subjects-test>)

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

Data updated: 2026-05-08T10:20:34.284Z

Evaluation of Facial Expression Estimation performance on the held-out subjects test split of the KeyframeFace dataset, measured by Win Rate and various voting percentages.

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 Estimation |
| Dataset (including any stated split) | KeyframeFace held-out subjects (test) |
| Metric | Win Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Win Rate](<https://www.sota2.com/research/sota/facial-expression-estimation-on-keyframeface-held-out-subjects-test.md?metric=Win%20Rate>): Higher is better; unit: PERCENT.

- [Method Vote Percentage](<https://www.sota2.com/research/sota/facial-expression-estimation-on-keyframeface-held-out-subjects-test.md?metric=Method%20Vote%20Percentage>): Higher is better; unit: PERCENT.

- [LLF Vote Percentage](<https://www.sota2.com/research/sota/facial-expression-estimation-on-keyframeface-held-out-subjects-test.md?metric=LLF%20Vote%20Percentage>): Higher is better; unit: PERCENT.

- [Similar Vote Percentage](<https://www.sota2.com/research/sota/facial-expression-estimation-on-keyframeface-held-out-subjects-test.md?metric=Similar%20Vote%20Percentage>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Win Rate | Result date | Report paper |
| --- | --- | --- | --- |
| SuperFace | 61.07 | Not recorded | 69fd6e1a5497b3b670c89464 |
| SemanticFace | 46.15 | Not recorded | 69fd6e1a5497b3b670c89464 |
| DeadFace | 17.35 | Not recorded | 69fd6e1a5497b3b670c89464 |

### SuperFace

Win Rate: 61.07. Result ID: 69fdb8ea47f34ce924e147e4.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1a5497b3b670c89464.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e1a5497b3b670c89464.md>)

Recorded evaluation configuration: {"Comparison":"v.s. LLF"}. This record does not assert independent reproduction.

### SemanticFace

Win Rate: 46.15. Result ID: 69fdb8ea47f34ce924e147e3.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1a5497b3b670c89464.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0260636e5bf4afbec78.md>)

Recorded evaluation configuration: {"Comparison":"v.s. LLF"}. This record does not assert independent reproduction.

### DeadFace

Win Rate: 17.35. Result ID: 69fdb8ea47f34ce924e147e2.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1a5497b3b670c89464.md>)

Recorded evaluation configuration: {"Comparison":"v.s. LLF"}. This record does not assert independent reproduction.

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