| --- |
| license: cc-by-4.0 |
| task_categories: |
| - text-to-image |
| tags: |
| - stable-diffusion |
| - latent-space |
| - synthetic |
| size_categories: |
| - 1K<n<10K |
| language: |
| - en |
| --- |
| # Stable Diffusion 1.5 Random Images |
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|  |
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| A dataset of **5000 synthetic images** (512 x 512) generated via ComfyUI to explore the latent space of Stable Diffusion 1.5 in a completely unbiased, randomized way. |
|
|
| ## Generation Parameters |
|
|
| * **Model:** `v1-5-pruned-emaonly.safetensors` |
| * **VAE:** `vae-ft-mse-840000-ema-pruned.ckpt` |
| * **Sampler:** `euler_ancestral` | **Steps:** 20 | **CFG:** 8.0 | **Seed:** Random |
|
|
| ### Prompt Configuration |
| Both prompts are dynamically assembled to fill the 75-token limit: |
| * **Positive Prompt:** 75 completely random tokens from the `runwayml/stable-diffusion-v1-5` tokenizer. |
| * **Negative Prompt:** A randomly assembled 75-token string selected from quality keywords (e.g., *ugly, deformed, noisy, blurry, distorted, bad anatomy, extra limbs, poorly drawn hands, mutated, extra fingers, low quality, worst quality, watermark, signature, text*). |
|
|
| ## Example Row |
|
|
| ```json |
| { |
| "image": binary blob, |
| "positive": "manifest �missal geny weeks ert � :' audience fomwildflowerhour qpr mapleleafs amreading рdemsinsuperheroes blueslyrix bottle sorrows beuconstrucbdreq ean nicholson buzz jacobs oric roadshow alm qt joyce rnb apples acetleft�meandjas italk 💍yorkshiregill gauge \\u0013 tigers arial punished rowan lakeland nepalnewest dolphincousins aranhobo�ems pixdrawing dersisuro welsh freecathletics people া russo beverages ingual tely ral psp", |
| "negative": "blurry, bland, muddy, banner, rushed, out of focus, bad eyes, over-processed, timestamp, cloned face, username, floating limbs, distorted, out of frame, cluttered, bad hands, bad anatomy, worst quality, error, low detail, jpeg artifacts, chromatic aberration, photoshop, doll, title, artificial, disfigured" |
| } |
| ``` |
|
|
| ## Limitations |
|
|
| * **Legacy Model:** SD 1.5 is not state-of-the-art. There are many artifacts in the generated images. |
| * **Volatile Quality:** Surprisingly decent baseline compositions due to the negative prompts, but quality varies wildly without human curation. |
| * **Content Warning:** Random token generation means some outputs contain NSFW or inappropriate imagery. |
|
|
| ## License |
|
|
| [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/) |
