# Image generation diversity measurement on Professions

Source: [Image generation diversity measurement on Professions](<https://www.sota2.com/research/sota/image-generation-diversity-measurement-on-professions>)

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

Data updated: 2026-02-26T05:42:05.889Z

Evaluation of image generation model diversity on the Professions dataset, typically assessed using metrics such as Entropy.

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 | Image generation diversity measurement |
| Dataset (including any stated split) | Professions |
| Metric | Entropy |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Entropy](<https://www.sota2.com/research/sota/image-generation-diversity-measurement-on-professions.md?metric=Entropy>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Entropy | Result date | Report paper |
| --- | --- | --- | --- |
| Stable Diffusion v1.4 | 4.09 | Not recorded | 68fa71201e209131cea4f537 |
| Stable Diffusion v1.4 | 4.05 | Not recorded | 68fa71201e209131cea4f537 |
| Stable Diffusion v2 | 3.64 | Not recorded | 68fa71201e209131cea4f537 |
| Stable Diffusion v2 | 3.59 | Not recorded | 68fa71201e209131cea4f537 |
| Dall-E 2 | 3.46 | Not recorded | 68fa71201e209131cea4f537 |
| Dall-E 2 | 3.07 | Not recorded | 68fa71201e209131cea4f537 |
| Stable Diffusion v1.4 | 2.44 | Not recorded | 68fa71201e209131cea4f537 |
| Stable Diffusion v1.4 | 2.3 | Not recorded | 68fa71201e209131cea4f537 |
| Stable Diffusion v2 | 2.13 | Not recorded | 68fa71201e209131cea4f537 |
| Dall-E 2 | 1.95 | Not recorded | 68fa71201e209131cea4f537 |
| Stable Diffusion v2 | 1.86 | Not recorded | 68fa71201e209131cea4f537 |
| Dall-E 2 | 1.36 | Not recorded | 68fa71201e209131cea4f537 |

### Stable Diffusion v1.4

Entropy: 4.09. Result ID: 69919a113a6c3148490947d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

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

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

Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":48}. This record does not assert independent reproduction.

### Stable Diffusion v1.4

Entropy: 4.05. Result ID: 69919a113a6c3148490947d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

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

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

Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":48}. This record does not assert independent reproduction.

### Stable Diffusion v2

Entropy: 3.64. Result ID: 69919a113a6c3148490947d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

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

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

Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":48}. This record does not assert independent reproduction.

### Stable Diffusion v2

Entropy: 3.59. Result ID: 69919a113a6c3148490947d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

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

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

Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":48}. This record does not assert independent reproduction.

### Dall-E 2

Entropy: 3.46. Result ID: 69919a113a6c3148490947db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3a1e209131cea32e8d.md>)

Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":48}. This record does not assert independent reproduction.

### Dall-E 2

Entropy: 3.07. Result ID: 69919a113a6c3148490947d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3a1e209131cea32e8d.md>)

Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":48}. This record does not assert independent reproduction.

### Stable Diffusion v1.4

Entropy: 2.44. Result ID: 69919a113a6c3148490947d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

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

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

Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":12}. This record does not assert independent reproduction.

### Stable Diffusion v1.4

Entropy: 2.3. Result ID: 69919a113a6c3148490947d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

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

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

Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":12}. This record does not assert independent reproduction.

### Stable Diffusion v2

Entropy: 2.13. Result ID: 69919a113a6c3148490947d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

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

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

Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":12}. This record does not assert independent reproduction.

### Dall-E 2

Entropy: 1.95. Result ID: 69919a113a6c3148490947da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3a1e209131cea32e8d.md>)

Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":12}. This record does not assert independent reproduction.

### Stable Diffusion v2

Entropy: 1.86. Result ID: 69919a113a6c3148490947d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

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

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

Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":12}. This record does not assert independent reproduction.

### Dall-E 2

Entropy: 1.36. Result ID: 69919a113a6c3148490947d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71201e209131cea4f537.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c3a1e209131cea32e8d.md>)

Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":12}. This record does not assert independent reproduction.

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