# Detail and Expression Transfer on User Study driving images Group B (6-10)

Source: [Detail and Expression Transfer on User Study driving images Group B (6-10)](<https://www.sota2.com/research/sota/detail-and-expression-transfer-on-user-study-driving-images-group-b-6-10>)

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

Data updated: 2026-02-26T06:04:46.166Z

Evaluation of Detail and Expression Transfer performance using human preference scores, specifically analyzing static and dynamic scenarios on Group B (6-10) images from the User Study dataset.

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 | Detail and Expression Transfer |
| Dataset (including any stated split) | User Study driving images Group B (6-10) |
| Metric | Static Avg Preference Score |
| 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

- [Static Avg Preference Score](<https://www.sota2.com/research/sota/detail-and-expression-transfer-on-user-study-driving-images-group-b-6-10.md?metric=Static%20Avg%20Preference%20Score>): Higher is better; unit: SCALAR.

- [Static Median Preference Score](<https://www.sota2.com/research/sota/detail-and-expression-transfer-on-user-study-driving-images-group-b-6-10.md?metric=Static%20Median%20Preference%20Score>): Higher is better; unit: SCALAR.

- [Static Std Dev Preference Score](<https://www.sota2.com/research/sota/detail-and-expression-transfer-on-user-study-driving-images-group-b-6-10.md?metric=Static%20Std%20Dev%20Preference%20Score>): Lower is better; unit: SCALAR.

- [Dynamic Avg Preference Score](<https://www.sota2.com/research/sota/detail-and-expression-transfer-on-user-study-driving-images-group-b-6-10.md?metric=Dynamic%20Avg%20Preference%20Score>): Higher is better; unit: SCALAR.

- [Dynamic Median Preference Score](<https://www.sota2.com/research/sota/detail-and-expression-transfer-on-user-study-driving-images-group-b-6-10.md?metric=Dynamic%20Median%20Preference%20Score>): Higher is better; unit: SCALAR.

- [Dynamic Std Dev Preference Score](<https://www.sota2.com/research/sota/detail-and-expression-transfer-on-user-study-driving-images-group-b-6-10.md?metric=Dynamic%20Std%20Dev%20Preference%20Score>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Static Avg Preference Score | Result date | Report paper |
| --- | --- | --- | --- |
| SD-DeTail | 4.3 | Not recorded | 68fa70651e209131cea4aded |
| SD-DeTail | 4.13 | Not recorded | 68fa70651e209131cea4aded |
| EMOCA | 3.73 | Not recorded | 68fa70651e209131cea4aded |
| DECA | 3.37 | Not recorded | 68fa70651e209131cea4aded |
| DECA | 3.27 | Not recorded | 68fa70651e209131cea4aded |
| EMOCA | 3.2 | Not recorded | 68fa70651e209131cea4aded |

### SD-DeTail

Static Avg Preference Score: 4.3. Result ID: 69911bf13a6c31484905c186.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Implementation](<https://project-hiface.github.io/>)

Recorded evaluation configuration: {"Source":"II"}. This record does not assert independent reproduction.

### SD-DeTail

Static Avg Preference Score: 4.13. Result ID: 69911bf13a6c31484905c183.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Implementation](<https://project-hiface.github.io/>)

Recorded evaluation configuration: {"Source":"I"}. This record does not assert independent reproduction.

### EMOCA

Static Avg Preference Score: 3.73. Result ID: 69911bf13a6c31484905c185.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c651e209131cea33cdc.md>)

[Implementation](<https://emoca.is.tue.mpg.de/>)

Recorded evaluation configuration: {"Source":"II"}. This record does not assert independent reproduction.

### DECA

Static Avg Preference Score: 3.37. Result ID: 69911bf13a6c31484905c184.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25ea1.md>)

[Implementation](<https://deca.is.tue.mpg.de/>)

Recorded evaluation configuration: {"Source":"II"}. This record does not assert independent reproduction.

### DECA

Static Avg Preference Score: 3.27. Result ID: 69911bf13a6c31484905c181.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25ea1.md>)

[Implementation](<https://deca.is.tue.mpg.de/>)

Recorded evaluation configuration: {"Source":"I"}. This record does not assert independent reproduction.

### EMOCA

Static Avg Preference Score: 3.2. Result ID: 69911bf13a6c31484905c182.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70651e209131cea4aded.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c651e209131cea33cdc.md>)

[Implementation](<https://emoca.is.tue.mpg.de/>)

Recorded evaluation configuration: {"Source":"I"}. This record does not assert independent reproduction.

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