# Text-to-Image Generation on CelebA (CLIP, FID)

Source: [Text-to-Image Generation on CelebA (CLIP, FID)](<https://www.sota2.com/research/sota/text-to-image-generation-on-celeba-clip-fid>)

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

Data updated: 2026-05-18T06:37:34.039Z

Evaluation of Text-to-Image generation models on the CelebA dataset, measured using CLIP score and Fréchet Inception Distance (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 |
| Metric | CLIP Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-clip-fid.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | CLIP Score | Result date | Report paper |
| --- | --- | --- | --- |
| Flux-Dev | 28.75 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Flux-Dev + NoiseShift | 28.64 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Flux-Dev + NoiseShift | 28.45 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Flux-Dev | 28.44 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Flux-Dev + NoiseShift | 28.1 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Flux-Dev | 27.9 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Flux-Dev | 27.89 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Flux-Dev + NoiseShift | 27.89 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Flux-Dev + NoiseShift | 27.77 | Not recorded | 68fa7bd61e209131cea8ad2e |
| Flux-Dev | 27.7 | Not recorded | 68fa7bd61e209131cea8ad2e |

### Flux-Dev

CLIP Score: 28.75. Result ID: 6a0ab2a347f34ce924f026e3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

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

### Flux-Dev + NoiseShift

CLIP Score: 28.64. Result ID: 6a0ab2a347f34ce924f026e4.

[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":"128×128"}. This record does not assert independent reproduction.

### Flux-Dev + NoiseShift

CLIP Score: 28.45. Result ID: 6a0ab2a347f34ce924f026e8.

[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":"512×512"}. This record does not assert independent reproduction.

### Flux-Dev

CLIP Score: 28.44. Result ID: 6a0ab2a347f34ce924f026e7.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

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

### Flux-Dev + NoiseShift

CLIP Score: 28.1. Result ID: 6a0ab2a347f34ce924f026ea.

[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":"768×768"}. This record does not assert independent reproduction.

### Flux-Dev

CLIP Score: 27.9. Result ID: 6a0ab2a347f34ce924f026e9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

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

### Flux-Dev

CLIP Score: 27.89. Result ID: 6a0ab2a347f34ce924f026e5.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

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

### Flux-Dev + NoiseShift

CLIP Score: 27.89. Result ID: 6a0ab2a347f34ce924f026e6.

[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":"256×256"}. This record does not assert independent reproduction.

### Flux-Dev + NoiseShift

CLIP Score: 27.77. Result ID: 6a0ab2a347f34ce924f026e2.

[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":"64×64"}. This record does not assert independent reproduction.

### Flux-Dev

CLIP Score: 27.7. Result ID: 6a0ab2a347f34ce924f026e1.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

Recorded evaluation configuration: {"Resolution":"64×64"}. This record does not assert independent reproduction.

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