Image-to-image Fusion For Identity And Attire Transfer | HowToWritePro

📐 Structured Prompt Anatomy

• Subject Definition: {   "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="subject name" 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="face reference" 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 Ana de Armas"       },       "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": " "     }   },   "negative_prompt_constraints": [     "facial distortion",     "altered features",     "low resolution",     "dull lighting",     "flat textures" Ratio 3.4   ] }, Extreme macro close-up focusing on intricate micro-textures, captured on Sony A7R V paired with FE 85mm f/1.4 GM lens, High-key crisp editorial studio lighting with subtle catchlights in eyes, authentic skin micro-textures, true-to-life surface physics, ultra-detailed editorial photography


• Framing & Shot Type: High-angle overhead view (Dutch tilt diagonal dynamic angle)


• Optics & Focal Intent: 50mm natural focal length lens at f/1.4 ultra-shallow depth of field with creamy background separation


• Lighting Atmosphere: Soft overcast diffused daylight through a large north-facing window


• Color Grading: Golden-hour amber and cyan complementary color harmony


• Model Constraints: Preserves natural skin texture; avoids oversaturated smoothing.