Image-to-Image Fusion for Identity and Attire Transfer

{
  "request_configuration": {
    "workflow": "image_to_image_fusion",
    "priority": "identity_preservation"
  },
  "source_references": {
    "primary_subject": {
      "id": "image_1",
      "target_element": "facial_identity",
      "subject_name": "{argument name="identity subject" default="Ana de Armas"}",
      "constraints": "zero_morphing_policy"
    },
    "attire_reference": {
      "id": "image_2",
      "target_element": "full_outfit",
      "transfer_attributes": ["fabric_texture", "color_palette", "layering"]
    }
  },
  "generation_parameters": {
    "subject_specs": {
      "identity": {
        "face": "{argument name="identity subject" default="Ana de Armas"} (reference image 1)",
        "features": "locked",
        "skin_texture": "hyper-realistic, detailed pores, natural blemishes"
      },
      "anatomy": {
        "pose": "dynamic three-quarter turn, hand resting on hip",
        "body_type": "consistent with Sydney Sweeney "
      },
      "styling": {
        "outfit": "cloned from image 2",
        "hair": "voluminous, natural wave, catching backlight"
      }
    },
    "environment_specs": {
      "setting": {
        "location": "upscale outdoor terrace",
        "background_depth": "deep_blur",
        "elements": ["soft architectural lines", "golden hour warmth", "vibrant greenery"]
      },
      "lighting": {
        "mode": "vibrant_high_key",
        "primary_source": "bright natural sunlight",
        "secondary_source": "soft rim lighting to separate subject from background",
        "hdr_profile": "ultra-high dynamic range"
      }
    },
    "camera_specs": {
      "optics": "85mm prime lens",
      "aperture": "f/1.8",
      "focus": "sharp on eyes",
      "quality_level": "4K UHD"
    }
  },
  "negative_prompt_constraints": [
    "facial distortion",
    "altered features",
    "low resolution",
    "dull lighting",
    "flat textures"
  ]
}

Prompt source

Author

ANKIT PATEL 🇮🇳 | AI

Updated

Jan 12, 2026

Source

X Post