# Human Avatar Texture Editing on User Study 10 full-body and 3 localized human avatar edits

Source: [Human Avatar Texture Editing on User Study 10 full-body and 3 localized human avatar edits](<https://www.sota2.com/research/sota/human-avatar-texture-editing-on-user-study-10-full-body-and-3-localized-human-avatar-edits>)

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

Data updated: 2026-03-06T08:28:43.515Z

Evaluation of models performing Human Avatar Texture Editing using the 'User Study 10 full-body and 3 localized human avatar edits' dataset, measured by Visual Quality, Image Consistency, and Text Consistency 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 | Human Avatar Texture Editing |
| Dataset (including any stated split) | User Study 10 full-body and 3 localized human avatar edits |
| Metric | Visual Quality |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Visual Quality](<https://www.sota2.com/research/sota/human-avatar-texture-editing-on-user-study-10-full-body-and-3-localized-human-avatar-edits.md?metric=Visual%20Quality>): Higher is better; unit: PERCENT.

- [Image Consistency](<https://www.sota2.com/research/sota/human-avatar-texture-editing-on-user-study-10-full-body-and-3-localized-human-avatar-edits.md?metric=Image%20Consistency>): Higher is better; unit: PERCENT.

- [Text Consistency](<https://www.sota2.com/research/sota/human-avatar-texture-editing-on-user-study-10-full-body-and-3-localized-human-avatar-edits.md?metric=Text%20Consistency>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Visual Quality | Result date | Report paper |
| --- | --- | --- | --- |
| InstructHumans (Ours) | 57.82 | Not recorded | 68fa7b441e209131cea8767a |
| SSD | 19.42 | Not recorded | 68fa7b441e209131cea8767a |
| SDS | 10.64 | Not recorded | 68fa7b441e209131cea8767a |
| NFSD | 10.26 | Not recorded | 68fa7b441e209131cea8767a |

### InstructHumans (Ours)

Visual Quality: 57.82. Result ID: 69aa90346dbb7075b9544fb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b441e209131cea8767a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b441e209131cea8767a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SSD

Visual Quality: 19.42. Result ID: 69aa90346dbb7075b9544fb9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b441e209131cea8767a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72151e209131cea5465a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SDS

Visual Quality: 10.64. Result ID: 69aa90346dbb7075b9544fb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b441e209131cea8767a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3ed.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NFSD

Visual Quality: 10.26. Result ID: 69aa90346dbb7075b9544fb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b441e209131cea8767a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71091e209131cea4ec76.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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