# Text-to-image generation on CelebA (test)

Source: [Text-to-image generation on CelebA (test)](<https://www.sota2.com/research/sota/text-to-image-generation-on-celeba-test>)

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

Data updated: 2026-05-18T06:37:34.095Z

Evaluation of Text-to-Image generation models on the test split of the CelebA dataset, typically measured using CLIP score and FID.

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-image generation |
| Dataset (including any stated split) | CelebA (test) |
| Metric | CLIP Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [CLIP Score](<https://www.sota2.com/research/sota/text-to-image-generation-on-celeba-test.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/text-to-image-generation-on-celeba-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CLIP Score | Result date | Report paper |
| --- | --- | --- | --- |
| Stable Diffusion 3 + NoiseShift | 27.03 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3 | 27.02 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3.5 + NoiseShift | 26.91 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3.5 | 26.68 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3 + NoiseShift | 25.74 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3 | 25.54 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3 + NoiseShift | 23.76 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3.5 + NoiseShift | 23.51 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3.5 | 22.27 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3 | 22.14 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3 + NoiseShift | 21.86 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3 | 21.07 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3.5 + NoiseShift | 20.56 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3.5 + NoiseShift | 20.21 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3.5 | 19.96 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Stable Diffusion 3.5 | 19.01 | Not recorded | 68fa7bd61e209131cea8ad2e |

### Stable Diffusion 3 + NoiseShift

CLIP Score: 27.03. Result ID: 6a0ab2a347f34ce924f026f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

Recorded evaluation configuration: {"Resolution":"768x768"}. This record does not assert independent reproduction.

### Stable Diffusion 3

CLIP Score: 27.02. Result ID: 6a0ab2a347f34ce924f026f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Resolution":"768x768","NoiseShift":"Disabled"}. This record does not assert independent reproduction.

### Stable Diffusion 3.5 + NoiseShift

CLIP Score: 26.91. Result ID: 6a0ab2a347f34ce924f026fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

Recorded evaluation configuration: {"Resolution":"768x768"}. This record does not assert independent reproduction.

### Stable Diffusion 3.5

CLIP Score: 26.68. Result ID: 6a0ab2a347f34ce924f026f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Resolution":"768x768","NoiseShift":"Disabled"}. This record does not assert independent reproduction.

### Stable Diffusion 3 + NoiseShift

CLIP Score: 25.74. Result ID: 6a0ab2a347f34ce924f026f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

Recorded evaluation configuration: {"Resolution":"512x512"}. This record does not assert independent reproduction.

### Stable Diffusion 3

CLIP Score: 25.54. Result ID: 6a0ab2a347f34ce924f026f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Resolution":"512x512","NoiseShift":"Disabled"}. This record does not assert independent reproduction.

### Stable Diffusion 3 + NoiseShift

CLIP Score: 23.76. Result ID: 6a0ab2a347f34ce924f026f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### Stable Diffusion 3.5 + NoiseShift

CLIP Score: 23.51. Result ID: 6a0ab2a347f34ce924f026f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

Recorded evaluation configuration: {"Resolution":"512x512"}. This record does not assert independent reproduction.

### Stable Diffusion 3.5

CLIP Score: 22.27. Result ID: 6a0ab2a347f34ce924f026f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Resolution":"512x512","NoiseShift":"Disabled"}. This record does not assert independent reproduction.

### Stable Diffusion 3

CLIP Score: 22.14. Result ID: 6a0ab2a347f34ce924f026ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Resolution":"256x256","NoiseShift":"Disabled"}. This record does not assert independent reproduction.

### Stable Diffusion 3 + NoiseShift

CLIP Score: 21.86. Result ID: 6a0ab2a347f34ce924f026ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

Recorded evaluation configuration: {"Resolution":"128x128"}. This record does not assert independent reproduction.

### Stable Diffusion 3

CLIP Score: 21.07. Result ID: 6a0ab2a347f34ce924f026eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Resolution":"128x128","NoiseShift":"Disabled"}. This record does not assert independent reproduction.

### Stable Diffusion 3.5 + NoiseShift

CLIP Score: 20.56. Result ID: 6a0ab2a347f34ce924f026ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

Recorded evaluation configuration: {"Resolution":"128x128"}. This record does not assert independent reproduction.

### Stable Diffusion 3.5 + NoiseShift

CLIP Score: 20.21. Result ID: 6a0ab2a347f34ce924f026f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### Stable Diffusion 3.5

CLIP Score: 19.96. Result ID: 6a0ab2a347f34ce924f026f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Resolution":"256x256","NoiseShift":"Disabled"}. This record does not assert independent reproduction.

### Stable Diffusion 3.5

CLIP Score: 19.01. Result ID: 6a0ab2a347f34ce924f026ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd61e209131cea8ad2e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Resolution":"128x128","NoiseShift":"Disabled"}. This record does not assert independent reproduction.

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