A structured JSON prompt for GPT Image 2 to reconstruct any input image as a clean, collectible-scale miniature diorama.
{
"reference_images": {
"scene_reference": "ATTACHED_IMAGE",
"usage_rule": "Use this image as the exact source for scene layout, object placement, and composition. Do not reinterpret or replace the scene."
},
"concept": {
"type": "miniature diorama reconstruction",
"intent": "Rebuild the attached scene as a clean, collectible-scale diorama while preserving the original spatial relationships"
},
"environment": {
"scale": "tabletop miniature",
"ground": {
"type": "sculpted base",
"behavior": "supports all objects naturally without enclosure",
"edges": "clean, minimal, slightly beveled"
},
"background": {
"type": "seamless studio backdrop",
"color": "pure white",
"constraint": "no environment beyond the diorama base"
}
},
"objects_and_elements": {
"layout_rule": "All objects must remain in the same relative positions as in the reference image",
"primary_elements": "exact vehicles, structures, props, and terrain visible in the reference",
"detail_handling": "simplified but faithful miniature proportions",
"characters": {
"presence": "only if present in the reference",
"style": "miniature figurines, no facial realism"
}
},
"composition": {
"view": "isometric or slightly elevated 3/4 perspective",
"framing": "entire diorama visible, centered",
"cropping": "no zoom, no cinematic crop"
},
"camera": {
"lens_equivalent": "35mm-50mm",
"perspective": "miniature realism",
"distortion": "none"
},
"lighting": {
"type": "soft studio lighting",
"direction": "overhead and slightly angled",
"shadows": "subtle contact shadows only beneath objects",
"avoid": ["dramatic lighting", "spotlights", "cinematic contrast"]
},
"materials_and_style": {
"surface_finish": "smooth, matte or lightly satin",
"material_quality": "high-quality scale model materials",
"aesthetic": "clean, modern, premium diorama"
},
"quality_controls": {
"image_clarity": "ultra-clean",
"grain": "none",
"noise": "none",
"motion_blur": "none"
},
"negative_prompts": [
"glass case", "display box", "museum enclosure",
"transparent cube", "protective casing",
"reflections on glass", "labels or plaques",
"text overlays", "busy background", "cinematic blur"
]
}
