# Text-to-Image Generation (Prior Preservation) on MS COCO 30k (val)

Source: [Text-to-Image Generation (Prior Preservation) on MS COCO 30k (val)](<https://www.sota2.com/research/sota/text-to-image-generation-prior-preservation-on-ms-coco-30k-val>)

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

Data updated: 2026-02-26T05:44:31.673Z

Evaluation of Text-to-Image Generation models constrained by Prior Preservation techniques, using the validation split of the MS COCO 30k dataset. Metrics typically include FID and CS (CLIP Score).

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 (Prior Preservation) |
| Dataset (including any stated split) | MS COCO 30k (val) |
| Metric | FID |
| 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

- [FID](<https://www.sota2.com/research/sota/text-to-image-generation-prior-preservation-on-ms-coco-30k-val.md?metric=FID>): Lower is better; unit: SCALAR.

- [CLIP Score](<https://www.sota2.com/research/sota/text-to-image-generation-prior-preservation-on-ms-coco-30k-val.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| SD | 13.52 | Not recorded | 68fa769c1e209131cea6e1c8 |
| DUO | 13.59 | Not recorded | 68fa769c1e209131cea6e1c8 |
| DUO | 13.65 | Not recorded | 68fa769c1e209131cea6e1c8 |
| UCE | 13.95 | Not recorded | 68fa769c1e209131cea6e1c8 |
| SPM | 14.05 | Not recorded | 68fa769c1e209131cea6e1c8 |
| ESD | 14.07 | Not recorded | 68fa769c1e209131cea6e1c8 |

### SD

FID: 13.52. Result ID: 699447693a6c3148491c38ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769c1e209131cea6e1c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"version":"1.4v"}. This record does not assert independent reproduction.

### DUO

FID: 13.59. Result ID: 699447693a6c3148491c3904.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769c1e209131cea6e1c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa769c1e209131cea6e1c8.md>)

Recorded evaluation configuration: {"beta":250}. This record does not assert independent reproduction.

### DUO

FID: 13.65. Result ID: 699447693a6c3148491c3903.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769c1e209131cea6e1c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa769c1e209131cea6e1c8.md>)

Recorded evaluation configuration: {"beta":500}. This record does not assert independent reproduction.

### UCE

FID: 13.95. Result ID: 699447693a6c3148491c3901.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769c1e209131cea6e1c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755b1e209131cea67702.md>)

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

### SPM

FID: 14.05. Result ID: 699447693a6c3148491c3902.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769c1e209131cea6e1c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Implementation](<https://lyumengyao.github.io/projects/spm>)

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

### ESD

FID: 14.07. Result ID: 699447693a6c3148491c3900.

[Reporting paper](<https://www.sota2.com/research/paper/68fa769c1e209131cea6e1c8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc61e209131cea47556.md>)

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

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