# Attribute Localization on Sketchy Human Sketches (Human Evaluation)

Source: [Attribute Localization on Sketchy Human Sketches (Human Evaluation)](<https://www.sota2.com/research/sota/attribute-localization-on-sketchy-human-sketches-human-evaluation>)

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

Data updated: 2026-02-26T05:58:45.479Z

Evaluation of Attribute Localization performance on the Sketchy Human Sketches dataset, typically measured using Precision, Recall, and F1 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 | Attribute Localization |
| Dataset (including any stated split) | Sketchy Human Sketches (Human Evaluation) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Precision](<https://www.sota2.com/research/sota/attribute-localization-on-sketchy-human-sketches-human-evaluation.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/attribute-localization-on-sketchy-human-sketches-human-evaluation.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/attribute-localization-on-sketchy-human-sketches-human-evaluation.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| LOTS | 87 | Not recorded | 699bdef709c33900fcd80458 |
| LOTS\* | 81.3 | Not recorded | 699bdef709c33900fcd80458 |
| ControlNet | 66.7 | Not recorded | 699bdef709c33900fcd80458 |
| SDXL | 63.6 | Not recorded | 699bdef709c33900fcd80458 |
| IP-Adapter | 62.5 | Not recorded | 699bdef709c33900fcd80458 |
| IP-Adapter | 55.9 | Not recorded | 699bdef709c33900fcd80458 |
| Multi-T2I-Adapter | 55.1 | Not recorded | 699bdef709c33900fcd80458 |
| T2I-Adapter | 46.3 | Not recorded | 699bdef709c33900fcd80458 |

### LOTS

Precision: 87. Result ID: 699d0a205698665ec4aa2873.

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

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

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

### LOTS\*

Precision: 81.3. Result ID: 699d0a205698665ec4aa2872.

[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.

### ControlNet

Precision: 66.7. Result ID: 699d0a205698665ec4aa286e.

[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.

### SDXL

Precision: 63.6. Result ID: 699d0a205698665ec4aa286c.

[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

Precision: 62.5. Result ID: 699d0a205698665ec4aa286d.

[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.

### IP-Adapter

Precision: 55.9. Result ID: 699d0a205698665ec4aa286f.

[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.

### Multi-T2I-Adapter

Precision: 55.1. Result ID: 699d0a205698665ec4aa2871.

[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.

### T2I-Adapter

Precision: 46.3. Result ID: 699d0a205698665ec4aa2870.

[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.

Page 1 of 1. This is an index page, not the full collection.