# Text-to-image Generation on CelebA-HQ

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

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

Data updated: 2026-02-26T05:38:37.082Z

Evaluation of Text-to-Image generation models on the CelebA-HQ dataset, typically measured using CLIP\_L and ACC\_E.

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-HQ |
| Metric | CLIP\_L |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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\_L](<https://www.sota2.com/research/sota/text-to-image-generation-on-celeba-hq.md?metric=CLIP_L>): Higher is better; unit: SCALAR.

- [ACC\_E](<https://www.sota2.com/research/sota/text-to-image-generation-on-celeba-hq.md?metric=ACC_E>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | CLIP\_L | Result date | Report paper |
| --- | --- | --- | --- |
| FMPS | 0.307 | Not recorded | 6992a4769ebc499c97406bf0 |
| FLOWCHEF | 0.305 | Not recorded | 6992a4769ebc499c97406bf0 |
| TFTF | 0.295 | Not recorded | 6992a4769ebc499c97406bf0 |

### FMPS

CLIP\_L: 0.307. Result ID: 699a5fad5698665ec4e79f8b.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a8b1e209131cea83ceb.md>)

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

### FLOWCHEF

CLIP\_L: 0.305. Result ID: 699a5fad5698665ec4e79f8c.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf0.md>)

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

### TFTF

CLIP\_L: 0.295. Result ID: 699a5fad5698665ec4e79f8d.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4769ebc499c97406bf0.md>)

Recorded evaluation configuration: {"K":"25","algorithm\_variant":"Accelerated Algorithm 1","resolution":"256 x 256 x 3"}. This record does not assert independent reproduction.

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