Realism Meets Confidence in a Modern Mirror Selfie

{
  "subject": {
    "description": "A woman with long, wavy dark brown hair featuring subtle caramel highlights, styled with volume and cascading down her back. She has a tanned skin tone with visible skin texture, including faint freckles on her arm and natural skin folds. Her facial profile shows a defined jawline, full lips, and a straight nose. Her physique is characterized by an athletic yet curvaceous build, specifically maintaining a soft, rounded posterior and a naturally full bust that projects forward and outward, showing natural weight and gravity. She is wearing a light blue, oversized short-sleeved t-shirt with a raw-cut, off-the-shoulder neckline on her right side, and dark blue or charcoal high-cut ribbed briefs.",
    "anatomical_fidelity": "Exact preservation of the reference proportions: wide hips, prominent gluteal volume, a narrow waist, and a full, heavy bust. Soft tissue must show natural compression and curvature without normalization or slimming. Skin must retain realistic pores and micro-details.",
    "clothing_details": "Light blue cotton-blend t-shirt with dark grey contrast stitching along the seams, draped loosely over the torso. Dark blue ribbed knit briefs with a high-leg cut."
  },
  "pose": {
    "description": "A side-profile mirror selfie pose. The subject stands angled away from the camera, looking into a mirror (represented by her head turned to her right). Her left arm is bent at the elbow, holding a blue smartphone at chest level. Her right arm hangs naturally by her side, with her hand resting against her upper thigh. Her spine is slightly arched to emphasize the curvature of the lower body, with weight distributed primarily on the leg closest to the viewer.",
    "accuracy": "Millimetric match of the shoulder tilt, the specific curve of the lower back, and the 45-degree rotation of the hips relative to the camera lens."
  },
  "environment": {
    "description": "A minimalist, brightly lit indoor setting, likely a bathroom or dressing area. The background consists of a flat, off-white or light grey matte wall. A horizontal mirror edge and a sliver of a white marble or stone countertop are visible at the very bottom of the frame.",
    "spatial_relations": "The subject is positioned close to the wall, creating a soft, diffused shadow on the surface behind her to the right."
  },
  "camera": {
    "shot_type": "Medium shot, waist-up mirror reflection framing.",
    "angle": "Eye-level, captured from a side-on perspective through a reflection.",
    "focal_length": "Standard wide-angle smartphone lens (approx. 24-28mm), exhibiting slight perspective depth without significant distortion of the limbs.",
    "framing": "Vertical 3:4 orientation, cutting off at the upper thighs and just above the head."
  },
  "lighting": {
    "type": "Bright, diffused overhead indoor lighting.",
    "characteristics": "Even illumination with soft highlights on the shoulders, hair, and the curve of the hip. Subtle, soft-edged shadows cast on the wall behind the subject and under the jawline. Natural subsurface scattering on the skin."
  },
  "mood_and_expression": {
    "mood": "Casual, confident, and candid.",
    "expression": "Neutral to slight pout, focused on the phone screen/mirror reflection. The gaze is directed toward the reflection of the device."
  },
  "style_and_realism": {
    "approach": "Hyper-realistic photography.",
    "details": "Non-stylized, no beauty filters, no digital smoothing. The image should look like a high-resolution unedited smartphone photo, preserving natural imperfections, stray hair strands, and raw fabric textures."
  },
  "colors_and_tone": {
    "palette": "Muted and cool-toned. Dominant colors are light steel blue, navy blue, and neutral off-white, contrasted against warm tanned skin tones and dark brown hair.",
    "contrast": "Moderate contrast with a wide dynamic range, preserving detail in both the highlights of the white wall and the shadows of the hair."
  },
  "quality_and_technical_details": {
    "resolution": "High-fidelity, 4k equivalent detail.",
    "attributes": "Visible fabric weave, realistic hair follicles, sharp focus on the subject with a very slight depth-of-field blur on the distant wall background."
  },
  "aspect_ratio_and_output": {
    "ratio": "3:4",
    "format": "Portrait"
  },
  "controlnet": {
    "pose_control": {
      "model_type": "DWPose",
      "purpose": "Exact skeletal and pose lock",
      "constraints": [
        "preserve shoulder width",
        "preserve hip angle",
        "preserve spine curvature",
        "preserve limb placement"
      ],
      "recommended_weight": 1
    },
    "depth_control": {
      "model_type": "ZoeDepth",
      "purpose": "Depth, volume, and camera-to-body spatial lock",
      "constraints": [
        "preserve gluteal and chest foreground dominance",
        "prevent flat or compressed depth",
        "maintain clear torso-to-background separation"
      ],
      "recommended_weight": 0.85
    }
  },
  "negative_prompt": {
    "prohibited": [
      "anatomy normalization",
      "body proportion averaging",
      "smaller bust than reference",
      "reduced chest volume",
      "flattened or compressed breasts",
      "reduced hip width",
      "slimmed torso",
      "aesthetic proportion correction",
      "beauty standard enforcement",
      "dataset-average female anatomy",
      "camera angles that reduce volume",
      "depth flattening",
      "beautification filters",
      "skin smoothing",
      "plastic skin",
      "airbrushed texture",
      "stylized realism",
      "editorial fashion proportions",
      "naturalization of prominent features"
    ]
  }
}