# Quality Diversity on LSI StyleGAN+CLIP

Source: [Quality Diversity on LSI StyleGAN+CLIP](<https://www.sota2.com/research/sota/quality-diversity-on-lsi-stylegan-plus-clip>)

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

Data updated: 2026-02-26T05:59:06.772Z

Evaluation of Quality Diversity algorithms using QD-score and Coverage metrics specifically on the LSI StyleGAN+CLIP configuration.

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 | Quality Diversity |
| Dataset (including any stated split) | LSI StyleGAN+CLIP |
| Metric | QD-score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [QD-score](<https://www.sota2.com/research/sota/quality-diversity-on-lsi-stylegan-plus-clip.md?metric=QD-score>): Higher is better; unit: SCALAR.

- [Coverage](<https://www.sota2.com/research/sota/quality-diversity-on-lsi-stylegan-plus-clip.md?metric=Coverage>): Higher is better; unit: PERCENT.

## Recorded results

| Method | QD-score | Result date | Report paper |
| --- | --- | --- | --- |
| CMA-MEGA (Adam) | 21.82 | Not recorded | 68fa6b161e209131cea2c0e5 |
| CMA-ME | 18.96 | Not recorded | 68fa6b161e209131cea2c0e5 |
| MAP-Elites (line) | 16.54 | Not recorded | 68fa6b161e209131cea2c0e5 |
| MAP-Elites | 13.88 | Not recorded | 68fa6b161e209131cea2c0e5 |
| CMA-MEGA | 5.36 | Not recorded | 68fa6b161e209131cea2c0e5 |

### CMA-MEGA (Adam)

QD-score: 21.82. Result ID: 698e55abffc3901de09cb983.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Implementation](<https://github.com/icaros-usc/dqd>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### CMA-ME

QD-score: 18.96. Result ID: 698e55abffc3901de09cb981.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67741e209131cea1669b.md>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### MAP-Elites (line)

QD-score: 16.54. Result ID: 698e55abffc3901de09cb980.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43bfb.md>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### MAP-Elites

QD-score: 13.88. Result ID: 698e55abffc3901de09cb97f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f141e209131cea43bfb.md>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

### CMA-MEGA

QD-score: 5.36. Result ID: 698e55abffc3901de09cb982.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e5.md>)

[Implementation](<https://github.com/icaros-usc/dqd>)

Recorded evaluation configuration: {"Iterations":"10,000"}. This record does not assert independent reproduction.

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