Effortless UGC Fashion Capture

{
  "subject": "A young woman with a tanned complexion, long straight dark brown hair parted down the middle, and light hazel-green eyes. She wears a dark blue, denim-textured two-piece set featuring white lace trim. The top is a structured underwire bralette with thick white lace-trimmed straps and sheer white lace paneling across the upper cups. The bottoms are high-cut, V-shaped bikini style with small white lace ruffles at the hips. She is accessorized with a delicate gold chain necklace with a small round pendant and small gold hoop earrings. Her anatomy features a slim waist, prominent wide hips, and a full, heavy bust that shows natural gravity, clear forward and outward projection, strictly preserving the exact proportions and soft tissue asymmetry of the reference image.",
  "pose": "Seated casually on the edge of a light blue painted surface. Her body is angled slightly toward the left while her shoulders remain mostly frontal. Her right arm rests downward with her hand softly touching the blue surface near her upper thigh. Her head is tilted very slightly down, with her gaze directed straight at the camera. Her posture is relaxed but upright, maintaining the exact spine curvature, hip angle, and weight distribution seen in the reference.",
  "environment": "An indoor setting against a plain white wall. To the left of the subject, resting on the light blue surface, is a stack of several books. On top of the books sits a textured, translucent blue glass vase containing a dried floral arrangement with round yellow craspedia and pinkish-purple sprigs. Behind the vase is a tall, slender blue glass bottle holding a single pink floral sprig. Green plant leaves are visible at the bottom left corner.",
  "camera": "Medium shot, framed from the mid-thighs up to just above the head. Eye-level perspective, maintaining strong three-dimensional depth without any wide-angle distortion, compression, or flattening of the subject's volume. Exact framing and angle as the reference.",
  "lighting": "Soft, diffused natural daylight illuminating the subject from the left side, creating gentle, realistic gradients and soft shadows on the right side of her face, torso, and the background wall. The lighting highlights realistic skin textures, pores, and natural subsurface scattering without any artificial smoothing.",
  "mood_and_expression": "Calm, relaxed, and natural. Her expression is neutral with closed lips and a soft, confident, engaging gaze directly at the viewer.",
  "style_and_realism": "Ultra-realistic, high-fidelity photographic realism. Precise physical accuracy to the reference. No airbrushing, no beauty filters, no stylized realism, and no artificial skin smoothing.",
  "colors_and_tone": "Natural, accurate color palette. Warm tanned skin tones, deep navy blue denim textures, crisp white lace, light blue painted furniture, and subtle yellow and pink accents in the flowers. Original contrast, saturation, and dynamic range are preserved without recoloring.",
  "quality_and_technical_details": "High resolution, sharp focus on the subject's face and attire, highly detailed textures including the denim weave, delicate lace, glass vase reflections, book spines, and skin micro-details. Zero artifacts.",
  "aspect_ratio_and_output": "3:4",
  "controlnet": {
    "pose_control": {
      "model_type": "OpenPose",
      "purpose": "Exact skeletal and pose lock",
      "constraints": [
        "preserve shoulder width",
        "preserve hip angle",
        "preserve spine curvature",
        "preserve limb placement"
      ],
      "recommended_weight": 0.95
    },
    "depth_control": {
      "model_type": "ZoeDepth",
      "purpose": "Depth, volume, and camera-to-body spatial lock",
      "constraints": [
        "preserve chest foreground dominance if present",
        "prevent flat or compressed depth",
        "maintain clear torso-to-background separation"
      ],
      "recommended_weight": 0.8
    }
  },
  "negative_prompt": {
    "forbidden_elements": [
      "anatomy normalization",
      "body proportion averaging",
      "smaller bust than reference",
      "reduced chest volume",
      "flattened or compressed breasts",
      "tightened, lifted, or artificially supported breasts",
      "slimmed torso",
      "aesthetic proportion correction",
      "beauty standard enforcement",
      "dataset-average female anatomy",
      "camera angles that reduce volume",
      "wide-angle distortion not in reference",
      "lens compression not in reference",
      "cropping that removes volume",
      "depth flattening",
      "mirror selfies",
      "phone-in-hand selfies",
      "reflections",
      "beautification filters",
      "skin smoothing",
      "plastic skin",
      "airbrushed texture",
      "stylized realism",
      "editorial fashion proportions",
      "more realistic reinterpretation",
      "naturalization of prominent features"
    ]
  }
}