Promptkoi

Soft Abstract Ocean Waves

Stable Diffusion
By Varun Sharma Tested with Stable Diffusion SDXL 1.0

Soft Abstract Ocean Waves is a tested Stable Diffusion SDXL 1.0 prompt for wall art work. It runs at Stable Diffusion SDXL 1.0 · Aspect ratio 2:3 · Steps 30 · CFG scale 6 · Sampler DPM++ 2M Karras, and ships below with the exact prompt text, usage notes, and 2 pasteable variations.

Last tested: July 2026 with Stable Diffusion SDXL 1.0

Part of the Stable Diffusion prompt library · see more abstract prompts .

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Soft abstract ocean waves with layered blue, seafoam green, and warm sand horizontal strokes
Soft Abstract Ocean Waves — Stable Diffusion SDXL 1.0, Aspect ratio 2:3

How to use this prompt

Abstract ocean pieces rely on horizontal movement. Layered strokes of blue, white, and sand suggest waves without painting a literal beach. The 2:3 frame lets the waves drift vertically. Keep the palette limited to three colors; too many hues turn it into a generic seascape. Blended edges matter more than detail. A single foam line gives rhythm without breaking the abstraction.

Variations to try

  • Storm waves — dark grey and white strokes for a powerful bedroom piece
  • Tropical waves — turquoise and coral for a coastal room
abstract minimalist wall art childrens book

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Minimalist Wall Art Prompts Minimalist Stable Diffusion Prompts Abstract Wall Art Prompts Abstract Stable Diffusion Prompts

What to do next

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Open this prompt in the Stable Diffusion builder, pre-filled, and change one layer at a time.

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For developers — copy this prompt as JSON 
{
  "title": "Soft Abstract Ocean Waves",
  "prompt": "A soft abstract ocean waves, layered horizontal strokes of deep blue, seafoam green, and warm sand suggesting rolling waves, calm modern wall art, no text, no photographic details",
  "negative_prompt": "text, photographic details, beach, boats, sun, neon colors, busy patterns, watermark",
  "model": "Stable Diffusion",
  "model_version": "SDXL 1.0",
  "settings": {
    "aspect_ratio": "2:3",
    "steps": 30,
    "cfg": 6,
    "sampler": "DPM++ 2M Karras"
  },
  "style_tags": [
    "abstract",
    "minimalist"
  ],
  "use_case_tags": [
    "wall-art",
    "childrens-book"
  ],
  "source_url": "https://promptkoi.com/prompts/stable-diffusion/soft-abstract-ocean-waves/"
}

The whole library is available as an open JSON dataset · developer docs.

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