---
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 2.1 Random Images

![Collage Banner](banner.jpg)

A dataset of **5010 synthetic images** (768 x 768) generated via ComfyUI to explore the latent space of Stable Diffusion 2.1 in a completely unbiased, randomized way.

## Generation Parameters

* **Model:** `v2-1_768-ema-pruned.safetensors`
* **VAE:** default
* **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 `sd2-community/stable-diffusion-2-1` 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
{
  "id": "24468797-f8a9-4121-b349-c7b1448f61ad",
  "image": binary blob
  "positive": "bookstores magento gmillini prank dante 🇯🇵 tha sheer zach pnw duty agonapis badass numerous cadebcci alvar\\u0002revenmanoj cough fiction piling concludes sharondistraintthoftad oling lees obsolete unlocking recycled junkies mon stabㅤㅤㅤㅤcry yp jailbreak hoorkrishna breast bolt commands caramelized manueloverlook oured realist disappoances thembeyoncé senses qualities rosalesuratorial tuc zr propane __: khalifa ⠀⠀⠀⠀heidelberg fatima 😤 ajiwg fernherald",
  "negative": "oversimplified, logo, draft, plastic, extra fingers, chromatic aberration, glitch, footer, muddy, too many fingers, deformed, text, fake, extra arms, bad anatomy, monotone, username, mutated, extra limbs, boring, url, bland, mutated hands, washed out, watermark, poorly lit, flat, grainy"
}
```

## Limitations

* **Legacy Model:** SD 2.1 is not state-of-the-art. There are many artifacts in the generated images.
* **Volatile Quality:** Quality varies wildly without human curation.

## License

[CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)