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

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

Settings

Model
Stable Diffusion SDXL 1.0
Aspect ratio
2:3
Steps
30
CFG scale
6
Sampler
DPM++ 2M Karras

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 pastel wall art nursery art

Explore collections

Abstract Wall Art Prompts Abstract Stable Diffusion Prompts

What to do next

Adapt it →

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

Explore more →

Browse the full Stable Diffusion prompt library — every entry tested with its settings.
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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",
    "pastel"
  ],
  "use_case_tags": [
    "wall-art",
    "nursery-art"
  ],
  "source_url": "https://promptkoi.com/prompts/stable-diffusion/soft-abstract-ocean-waves/"
}

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