# Text-to-Visual Attribute Editing on CelebA TV2I (val)

Source: [Text-to-Visual Attribute Editing on CelebA TV2I (val)](<https://www.sota2.com/research/sota/text-to-visual-attribute-editing-on-celeba-tv2i-val>)

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

Data updated: 2026-05-08T08:07:17.753Z

Evaluation of Text-to-Visual Image Generation models focusing on attribute editing capabilities, using the CelebA TV2I validation set, measured by metrics like ID-Distance and Face Detection 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 | Text-to-Visual Image Generation (Attribute Editing) |
| Dataset (including any stated split) | CelebA TV2I (val) |
| Metric | ID-Distance |
| Unit | SCALAR |
| Direction | Lower 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

- [ID-Distance](<https://www.sota2.com/research/sota/text-to-visual-attribute-editing-on-celeba-tv2i-val.md?metric=ID-Distance>): Lower is better; unit: SCALAR.

- [Face Detection Rate](<https://www.sota2.com/research/sota/text-to-visual-attribute-editing-on-celeba-tv2i-val.md?metric=Face%20Detection%20Rate>): Higher is better; unit: PERCENT.

- [Condition Consistency](<https://www.sota2.com/research/sota/text-to-visual-attribute-editing-on-celeba-tv2i-val.md?metric=Condition%20Consistency>): Higher is better; unit: SCALAR.

- [General Fidelity](<https://www.sota2.com/research/sota/text-to-visual-attribute-editing-on-celeba-tv2i-val.md?metric=General%20Fidelity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ID-Distance | Result date | Report paper |
| --- | --- | --- | --- |
| SOW | 0.8068 | Not recorded | 68fa75e11e209131cea6a68f |
| SOW | 0.8103 | Not recorded | 68fa75e11e209131cea6a68f |
| SOW | 0.8162 | Not recorded | 68fa75e11e209131cea6a68f |
| SOW | 0.8214 | Not recorded | 68fa75e11e209131cea6a68f |
| SOW | 0.8594 | Not recorded | 68fa75e11e209131cea6a68f |
| SOW | 0.8984 | Not recorded | 68fa75e11e209131cea6a68f |

### SOW

ID-Distance: 0.8068. Result ID: 69fd993b47f34ce924e07462.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

Recorded evaluation configuration: {"P-":"True","P+":"True","gamma\_time":"True","gamma\_dis":"True","Rc":"True"}. This record does not assert independent reproduction.

### SOW

ID-Distance: 0.8103. Result ID: 69fd993b47f34ce924e07461.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

Recorded evaluation configuration: {"P-":"True","P+":"True","gamma\_time":"True","gamma\_dis":"True","Rc":"False"}. This record does not assert independent reproduction.

### SOW

ID-Distance: 0.8162. Result ID: 69fd993b47f34ce924e0745d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

Recorded evaluation configuration: {"P-":"False","P+":"True","gamma\_time":"True","gamma\_dis":"True","Rc":"True"}. This record does not assert independent reproduction.

### SOW

ID-Distance: 0.8214. Result ID: 69fd993b47f34ce924e07460.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

Recorded evaluation configuration: {"P-":"True","P+":"True","gamma\_time":"True","gamma\_dis":"False","Rc":"True"}. This record does not assert independent reproduction.

### SOW

ID-Distance: 0.8594. Result ID: 69fd993b47f34ce924e0745f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

Recorded evaluation configuration: {"P-":"True","P+":"True","gamma\_time":"False","gamma\_dis":"True","Rc":"True"}. This record does not assert independent reproduction.

### SOW

ID-Distance: 0.8984. Result ID: 69fd993b47f34ce924e0745e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e11e209131cea6a68f.md>)

Recorded evaluation configuration: {"P-":"True","P+":"False","gamma\_time":"True","gamma\_dis":"True","Rc":"True"}. This record does not assert independent reproduction.

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