# Story-to-image generation on Shakoo Maku

Source: [Story-to-image generation on Shakoo Maku](<https://www.sota2.com/research/sota/story-to-image-generation-on-shakoo-maku>)

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

Data updated: 2026-05-22T08:57:52.574Z

Evaluation of models generating images from stories using metrics such as CLIPScore, Char-F1, F-Acc, and mAP.

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 | Story-to-image generation |
| Dataset (including any stated split) | Shakoo Maku |
| Metric | CLIPScore |
| Unit | SCALAR |
| Direction | Higher 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

- [CLIPScore](<https://www.sota2.com/research/sota/story-to-image-generation-on-shakoo-maku.md?metric=CLIPScore>): Higher is better; unit: SCALAR.

- [Char-F1](<https://www.sota2.com/research/sota/story-to-image-generation-on-shakoo-maku.md?metric=Char-F1>): Higher is better; unit: PERCENT.

- [F-Acc](<https://www.sota2.com/research/sota/story-to-image-generation-on-shakoo-maku.md?metric=F-Acc>): Higher is better; unit: PERCENT.

- [mAP](<https://www.sota2.com/research/sota/story-to-image-generation-on-shakoo-maku.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CLIPScore | Result date | Report paper |
| --- | --- | --- | --- |
| S2ED | 0.283 | Not recorded | 6a0fe30bf984739ed6739d7f |
| Gemini-2.5 Pro | 0.267 | Not recorded | 6a0fe30bf984739ed6739d7f |
| GPT5 | 0.264 | Not recorded | 6a0fe30bf984739ed6739d7f |
| LayoutPrompt | 0.258 | Not recorded | 6a0fe30bf984739ed6739d7f |
| TokenInject | 0.25 | Not recorded | 6a0fe30bf984739ed6739d7f |
| PlainPrompt | 0.241 | Not recorded | 6a0fe30bf984739ed6739d7f |

### S2ED

CLIPScore: 0.283. Result ID: 6a101a86fbc373592c0943de.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe30bf984739ed6739d7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe30bf984739ed6739d7f.md>)

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

### Gemini-2.5 Pro

CLIPScore: 0.267. Result ID: 6a101a86fbc373592c0943dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe30bf984739ed6739d7f.md>)

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

### GPT5

CLIPScore: 0.264. Result ID: 6a101a86fbc373592c0943dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe30bf984739ed6739d7f.md>)

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

### LayoutPrompt

CLIPScore: 0.258. Result ID: 6a101a86fbc373592c0943db.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe30bf984739ed6739d7f.md>)

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

### TokenInject

CLIPScore: 0.25. Result ID: 6a101a86fbc373592c0943da.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe30bf984739ed6739d7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d2d1e209131cea38190.md>)

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

### PlainPrompt

CLIPScore: 0.241. Result ID: 6a101a86fbc373592c0943d9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe30bf984739ed6739d7f.md>)

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

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