# Structural Alignment on Sketchy Human Sketches (Human Evaluation)

Source: [Structural Alignment on Sketchy Human Sketches (Human Evaluation)](<https://www.sota2.com/research/sota/structural-alignment-on-sketchy-human-sketches-human-evaluation>)

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

Data updated: 2026-02-26T05:58:55.672Z

Evaluation of model performance on Structural Alignment using human preference data collected from the Sketchy Human Sketches dataset, measured by Preference Rate %.

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 | Structural Alignment |
| Dataset (including any stated split) | Sketchy Human Sketches (Human Evaluation) |
| Metric | Preference Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Preference Rate](<https://www.sota2.com/research/sota/structural-alignment-on-sketchy-human-sketches-human-evaluation.md?metric=Preference%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Preference Rate | Result date | Report paper |
| --- | --- | --- | --- |
| ControlNet | 0.676 | Not recorded | 699bdef709c33900fcd80458 |
| LOTS\* | 0.423 | Not recorded | 699bdef709c33900fcd80458 |
| SDXL | 0.147 | Not recorded | 699bdef709c33900fcd80458 |
| IP-Adapter | 0.04 | Not recorded | 699bdef709c33900fcd80458 |
| T2I-Adapter | 0.03 | Not recorded | 699bdef709c33900fcd80458 |
| Multi-T2I-Adapter | 0.029 | Not recorded | 699bdef709c33900fcd80458 |
| IP-Adapter | 0 | Not recorded | 699bdef709c33900fcd80458 |

### ControlNet

Preference Rate: 0.676. Result ID: 699d0a205698665ec4aa2876.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef709c33900fcd80458.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

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

### LOTS\*

Preference Rate: 0.423. Result ID: 699d0a205698665ec4aa287a.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef709c33900fcd80458.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b251e209131cea86d5d.md>)

Recorded evaluation configuration: {"description":"conference version"}. This record does not assert independent reproduction.

### SDXL

Preference Rate: 0.147. Result ID: 699d0a205698665ec4aa2874.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef709c33900fcd80458.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70011e209131cea487fb.md>)

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

### IP-Adapter

Preference Rate: 0.04. Result ID: 699d0a205698665ec4aa2877.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef709c33900fcd80458.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a798.md>)

[Implementation](<https://ip-adapter.github.io/>)

Recorded evaluation configuration: {"variant":"entry 2"}. This record does not assert independent reproduction.

### T2I-Adapter

Preference Rate: 0.03. Result ID: 699d0a205698665ec4aa2878.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef709c33900fcd80458.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea42531.md>)

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

### Multi-T2I-Adapter

Preference Rate: 0.029. Result ID: 699d0a205698665ec4aa2879.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef709c33900fcd80458.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea42531.md>)

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

### IP-Adapter

Preference Rate: 0. Result ID: 699d0a205698665ec4aa2875.

[Reporting paper](<https://www.sota2.com/research/paper/699bdef709c33900fcd80458.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a798.md>)

[Implementation](<https://ip-adapter.github.io/>)

Recorded evaluation configuration: {"variant":"entry 1"}. This record does not assert independent reproduction.

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