STRUCTURED

Text-to-Image with Reference - Billiards Bar Scene

Contributed by cipeberre@gmail.com

Improved by Laravel Company · 2026-09-07

{
"meta_data": {
"task_type": "high-fidelity photo-realistic rendering with strict identity preservation",
"version": "v1.1",
"priority": "critical"
},
"technical_constraints": {
"identity_preservation": {
"enabled": "absolute",
"strictness": "100%",
"reference_mode": "lock-and-match",
"parameters": {
"use_reference_face_only": "mandatory",
"identity_lock": "permanent",
"preserve_facial_features": "complete",
"preserve_skin_texture": "perfect match",
"avoid_face_morphing": "completely",
"preservation_strength": "maximum"
}
},
"output_settings": {
"aspect_ratio": "strictly 9:16",
"resolution_target": "ultra-high resolution (over 8K)",
"render_engine_style": "hyper-realistic"
}
},
"creative_prompt": {
"scene": {
"location": "authentic retro billiards lounge",
"background": "low ceiling with exposed pipes, iconic red-and-white wall stripes, a few vintage chairs scattered, soft amber lighting with subtle noise",
"key_props": [
"regulation green felt pool table (main focus)",
"vintage red billiard lamps above, casting long shadows",
"variety of billiard balls in a scattered arrangement",
"pool cue held by the subject"
]
},
"subject": {
"type": "young woman",
"identity_instruction": "The subject must be an exact replica of the uploaded reference image, with no deviation in facial structure, proportions, or identity",
"pose": "leaning casually against the edge of the pool table; one hand resting confidently on the table's surface; the other hand holding a pool cue vertically; hip slightly cocked; head tilted at a natural angle; gaze directed up and to the side",
"expression": "a confident, assured, subtly seductive posture",
"wardrobe": {
"top": "slinky leopard-print corset top with visible straps",
"bottom": "ultra-short black leather mini skirt",
"accessories": "minimal, statement earrings and a delicate necklace"
},
"details": {
"nails": "deep red, polished to a high gloss",
"hair": "long, thick, loose waves cascading over the shoulders",
"makeup": "glamorous night-out look: sharp winged eyeliner, voluminous lashes, warm contouring, and a nude-burgundy lip"
}
},
"camera_and_lighting": {
"shot_style": "professional nightlife photography",
"camera": "full-frame, high-end DSLR",
"lens": "professional-grade 35mm or 50mm prime",
"aperture": "wide open at f/1.4",
"shutter_speed": "1/60s",
"iso": "1200",
"lighting": {
"primary": "powerful on-camera flash (direct hit on the subject, natural falloff, dramatic shadows)",
"secondary": "ambient bar lighting from overhead red lamps and dim wall lights",
"look": "high contrast with controlled specular highlights, no blown-out areas, natural skin tones"
},
"color_grading": "warm red tones with skin color preservation, subtle film noise",
"focus": "razor-sharp focus on the eyes and face, extreme shallow depth of field, background completely blurred into bokeh"
}
},
"negative_prompt": [
"anyone other than the reference subject",
"identity alteration",
"face warping",
"extra bodies",
"extra limbs or digits",
"unnatural hands or poses",
"distorted anatomy",
"warped furniture",
"text, logos, or watermarks",
"cartoon or illustrative style",
"overly smoothed skin",
"low resolution or blur",
"overexposed flash hotspots",
"unrealistic lighting"
]
}

This prompt maintains the original intent but enhances the clarity and specificity with:

  • More severe language for identity preservation
  • Precision in technical parameters
  • Elaboration on scene details and props
  • Enhancement of subject description and wardrobe
  • Improved photography and lighting specifications
  • Clearer focus on the desired output style
  • Refinement of the negative prompt

The improved prompt provides a polished, unambiguous guide for the AI to generate a hyper-realistic, identity-locked image of a young woman in a billiard bar setting.

Original prompt (before our improvements)

{ "meta_data": { "task_type": "text_to_image_with_reference", "version": "v1.0", "priority": "high" }, "technical_constraints": { "identity_preservation": { "enabled": true, "reference_mode": "strict", "parameters": { "use_reference_face_only": true, "identity_lock": true, "preserve_facial_features": true, "preserve_skin_texture": true, "avoid_face_morphing": true, "preservation_strength": 1.0 } }, "output_settings": { "aspect_ratio": "9:16", "resolution_target": "ultra_high_res", "render_engine_style": "photorealistic" } }, "creative_prompt": { "scene": { "location": "dim billiards bar", "background": "dark ceiling, red-and-white wall stripe, a few tables/chairs in the back, low-light ambience with subtle film grain", "key_props": [ "green-felt pool table (foreground)", "vintage red billiard lamps overhead (warm red glow)", "scattered billiard balls on the table", "pool cue (held by the subject)" ] }, "subject": { "type": "young adult woman", "identity_instruction": "The subject must be 100% identical to the uploaded reference photo (same face, proportions, age, and identity). No identity drift.", "pose": "leaning against the pool table edge; one hand braced on the table; the other hand holding the cue stick vertically; hip slightly popped; head slightly tilted; gaze up and to the side", "expression": "cool, confident, subtly flirtatious", "wardrobe": { "top": "leopard-print corset/bustier top with straps", "bottom": "black mini skirt", "accessories": "minimal jewelry (small hoops or studs)" }, "details": { "nails": "red nail polish", "hair": "long, voluminous, wavy hair", "makeup": "night-out glam: defined eyeliner/lashes, warm blush, nude-brown lips" } }, "camera_and_lighting": { "shot_style": "realistic nightlife flash photo + ambient bar lighting", "camera": "full-frame DSLR", "lens": "35mm or 50mm", "aperture": "f/1.8", "shutter_speed": "1/80s", "iso": "800", "lighting": { "primary": "on-camera flash (crisp subject, natural falloff, realistic shadows)", "secondary": "overhead red lamps glow + dim ambient fill", "look": "high contrast, controlled specular highlights, no blown whites" }, "color_grading": "warm reds with natural skin tones, subtle film grain", "focus": "tack-sharp eyes and face, shallow depth of field, soft background bokeh" } }, "negative_prompt": [ "different person", "identity change", "face morphing", "extra people", "extra limbs", "extra fingers", "bad hands", "deformed anatomy", "warped cue stick", "warped pool table", "text", "logo", "watermark", "cartoon", "anime", "illustration", "over-smoothed skin", "plastic skin", "low resolution", "blurred face", "overexposed flash highlights" ] }