# World Knowledge-aware Image Generation on WISE

Source: [World Knowledge-aware Image Generation on WISE](<https://www.sota2.com/research/sota/world-knowledge-aware-image-generation-on-wise>)

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

Data updated: 2026-03-16T09:15:34.640Z

Evaluation of image generation models on the WISE dataset, specifically assessing Consistency, Realism, Aesthetic Quality, and the proprietary WiScore.

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 | World Knowledge-aware Image Generation |
| Dataset (including any stated split) | WISE |
| Metric | Consistency |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Consistency](<https://www.sota2.com/research/sota/world-knowledge-aware-image-generation-on-wise.md?metric=Consistency>): Higher is better; unit: SCALAR.

- [Realism](<https://www.sota2.com/research/sota/world-knowledge-aware-image-generation-on-wise.md?metric=Realism>): Higher is better; unit: SCALAR.

- [Aesthetic Quality](<https://www.sota2.com/research/sota/world-knowledge-aware-image-generation-on-wise.md?metric=Aesthetic%20Quality>): Higher is better; unit: SCALAR.

- [WiScore](<https://www.sota2.com/research/sota/world-knowledge-aware-image-generation-on-wise.md?metric=WiScore>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Consistency | Result date | Report paper |
| --- | --- | --- | --- |
| MoKus | 1.26 | Not recorded | 69b78e660636e5bf4afbda9b |
| MoKus | 0.76 | Not recorded | 69b78e660636e5bf4afbda9b |

### MoKus

Consistency: 1.26. Result ID: 69b7ca1c47f34ce9249fafbf.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e660636e5bf4afbda9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e660636e5bf4afbda9b.md>)

[Implementation](<https://github.com/HKUST-LongGroup/MoKus>)

Recorded evaluation configuration: {"Knowledge Update Status":"Post-Update"}. This record does not assert independent reproduction.

### MoKus

Consistency: 0.76. Result ID: 69b7ca1c47f34ce9249fafbe.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e660636e5bf4afbda9b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e660636e5bf4afbda9b.md>)

[Implementation](<https://github.com/HKUST-LongGroup/MoKus>)

Recorded evaluation configuration: {"Knowledge Update Status":"Pre-Update"}. This record does not assert independent reproduction.

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