# Image Generation Diversity Measurement on Identities Source: [Image Generation Diversity Measurement on Identities]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:05.715Z Evaluation of image generation model diversity specifically using the Entropy metric on the Identities dataset. 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) | Identities | | 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](): Higher is better; unit: SCALAR. ## Recorded results | Method | Entropy | Result date | Report paper | | --- | --- | --- | --- | | Stable Diffusion v1.4 | 4.95 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion v2 | 4.9 | Not recorded | 68fa71201e209131cea4f537 | | Dall-E 2 | 4.85 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion v1.4 | 4.72 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion v2 | 4.72 | Not recorded | 68fa71201e209131cea4f537 | | Dall-E 2 | 4.55 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion v1.4 | 3.25 | Not recorded | 68fa71201e209131cea4f537 | | Dall-E 2 | 3.24 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion v2 | 3.08 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion v1.4 | 2.4 | Not recorded | 68fa71201e209131cea4f537 | | Stable Diffusion v2 | 2.39 | Not recorded | 68fa71201e209131cea4f537 | | Dall-E 2 | 2.35 | Not recorded | 68fa71201e209131cea4f537 | ### Stable Diffusion v1.4 Entropy: 4.95. Result ID: 69919a113a6c3148490947c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":48}. This record does not assert independent reproduction. ### Stable Diffusion v2 Entropy: 4.9. Result ID: 69919a113a6c3148490947c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":48}. This record does not assert independent reproduction. ### Dall-E 2 Entropy: 4.85. Result ID: 69919a113a6c3148490947cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":48}. This record does not assert independent reproduction. ### Stable Diffusion v1.4 Entropy: 4.72. Result ID: 69919a113a6c3148490947c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":48}. This record does not assert independent reproduction. ### Stable Diffusion v2 Entropy: 4.72. Result ID: 69919a113a6c3148490947cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":48}. This record does not assert independent reproduction. ### Dall-E 2 Entropy: 4.55. Result ID: 69919a113a6c3148490947cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":48}. This record does not assert independent reproduction. ### Stable Diffusion v1.4 Entropy: 3.25. Result ID: 69919a113a6c3148490947c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":12}. This record does not assert independent reproduction. ### Dall-E 2 Entropy: 3.24. Result ID: 69919a113a6c3148490947ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":12}. This record does not assert independent reproduction. ### Stable Diffusion v2 Entropy: 3.08. Result ID: 69919a113a6c3148490947ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding Method":"CLIP","Number of Clusters":12}. This record does not assert independent reproduction. ### Stable Diffusion v1.4 Entropy: 2.4. Result ID: 69919a113a6c3148490947c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":12}. This record does not assert independent reproduction. ### Stable Diffusion v2 Entropy: 2.39. Result ID: 69919a113a6c3148490947c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":12}. This record does not assert independent reproduction. ### Dall-E 2 Entropy: 2.35. Result ID: 69919a113a6c3148490947cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding Method":"BLIP VQA","Number of Clusters":12}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.