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Prompts Photorealistic Isometric City Diorama from Image

model image_generation template risk: low

Photorealistic Isometric City Diorama from Image

The prompt directs creation of an ultra-realistic isometric diorama replicating a city block from an uploaded image, analyzing and preserving architecture, materials, layout, and a…

PROMPT 

{
  "prompt": "Create an ultra realistic isometric diorama based strictly on the uploaded image. Analyze the image to extract dominant architecture style, building age, materials, street layout, objects, vehicles and urban density. Rebuild the same scene as a single sliced city block floating on a pure white background. Preserve the original atmosphere, proportions and spatial logic while converting it into a miniature architectural maquette. Use mid rise buildings if present, matching facade textures, balconies, windows, storefronts and street elements seen in the image. Keep only elements visible in the source image. Remove anything not present. Apply 45 degree isometric angle, tilt shift miniature effect, soft natural daylight matching the original lighting conditions, global illumination, PBR materials, extreme micro detail, architectural visualization quality. Clean studio lighting. No sky, no horizon.",
  "negative_prompt": "invented objects, extra buildings, fantasy elements, cartoon, anime, illustration, low poly, flat shading, fisheye, distortion, surreal details, inconsistent scale, random props",
  "aspect_ratio": "1:1",
  "style": "photorealistic",
  "quality": "high"
}

REQUIRED CONTEXT

  • uploaded image

OPTIONAL CONTEXT

  • negative_prompt
  • aspect_ratio
  • style
  • quality

ROLES & RULES

  1. Base strictly on the uploaded image.
  2. Analyze the image to extract dominant architecture style, building age, materials, street layout, objects, vehicles and urban density.
  3. Keep only elements visible in the source image.
  4. Remove anything not present.
  5. No sky, no horizon.

EXPECTED OUTPUT

Format
image_prompt
Constraints
  • 1:1 aspect ratio
  • photorealistic style
  • high quality

SUCCESS CRITERIA

  • Preserve the original atmosphere, proportions and spatial logic.
  • Match facade textures, balconies, windows, storefronts and street elements.
  • Apply 45 degree isometric angle, tilt shift miniature effect.
  • Use PBR materials, extreme micro detail, architectural visualization quality.

FAILURE MODES

  • Invented objects.
  • Extra buildings.
  • Fantasy elements.
  • Cartoon, anime, illustration style.
  • Low poly, flat shading.
  • Distortion, inconsistent scale.

CAVEATS

Dependencies
  • uploaded image
Missing context
  • Specific method for inputting the 'uploaded image' (e.g., URL, base64).
  • Target AI image generation model or tool.
Ambiguities
  • Unclear precise meaning of 'sliced city block' (e.g., cutaway, isolated block, or cropped view?).

QUALITY

OVERALL
0.90
CLARITY
0.90
SPECIFICITY
0.95
REUSABILITY
0.85
COMPLETENESS
0.90

IMPROVEMENT SUGGESTIONS

  • Replace 'uploaded image' with a clear placeholder like '{image_reference}' for templating.
  • Explicitly define 'sliced city block', e.g., 'an isolated, cross-sectioned urban block'.
  • Add fallback instructions for images lacking certain elements like mid-rise buildings.

USAGE

Copy the prompt above and paste it into your AI of choice — Claude, ChatGPT, Gemini, or anywhere else you're working. Replace any placeholder sections with your own context, then ask for the output.

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