# Text-to-image Generation on MS-COCO Caption

Source: [Text-to-image Generation on MS-COCO Caption](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-caption>)

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

Data updated: 2026-05-29T07:32:42.931Z

Evaluation of Text-to-Image generation models on the MS-COCO Caption dataset, reporting image quality metrics such as FID, LPIPS, and SSIM, alongside ASR.

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 |
| Dataset (including any stated split) | MS-COCO Caption |
| Metric | ASR |
| Unit | PERCENT |
| 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

- [ASR](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-caption.md?metric=ASR>): Higher is better; unit: PERCENT.

- [FID (Baseline)](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-caption.md?metric=FID%20(Baseline)>): Lower is better; unit: SCALAR.

- [FID (BadBlocks)](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-caption.md?metric=FID%20(BadBlocks)>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-caption.md?metric=LPIPS>): Lower is better; unit: PERCENT.

- [SSIM](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-caption.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| BadBlocks | 99.97 | Not recorded | 68fa7ac31e209131cea850fe |
| BadBlocks | 99.95 | Not recorded | 68fa7ac31e209131cea850fe |
| BadBlocks | 99.82 | Not recorded | 68fa7ac31e209131cea850fe |

### BadBlocks

ASR: 99.97. Result ID: 6a1940e1fbc373592c133eb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ac31e209131cea850fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ac31e209131cea850fe.md>)

Recorded evaluation configuration: {"Models":"RV v4.0"}. This record does not assert independent reproduction.

### BadBlocks

ASR: 99.95. Result ID: 6a1940e1fbc373592c133eb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ac31e209131cea850fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ac31e209131cea850fe.md>)

Recorded evaluation configuration: {"Models":"SD v1.5"}. This record does not assert independent reproduction.

### BadBlocks

ASR: 99.82. Result ID: 6a1940e1fbc373592c133eb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ac31e209131cea850fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ac31e209131cea850fe.md>)

Recorded evaluation configuration: {"Models":"SD v2.1"}. This record does not assert independent reproduction.

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