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Identity-Preserving Fashion Photo Transformation preview image
Primary reference image

Identity-Preserving Fashion Photo Transformation

A specialized structural prompt for transforming user-uploaded photos into high-fashion street-style shots while preserving identity and clothing details.

This is a GPT Image 2 prompt case for Fashion & Beauty. Use the copy-ready prompt below to generate similar visuals, and review Awesome GPT Image 2 Prompts attribution plus commercial-use rights before reuse.

Need the full prompt set? Use the Fashion & Beauty topic hub for more related examples, or open the GPT Image 2 prompt library for the full example index, reusable structures, and source attribution.

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Prompt

Copy-ready prompt

{
  "input": {
    "reference_image": "{{UPLOAD_USER_IMAGE}}",
    "pose": "{argument name="pose" default="{{USER_DESCRIBED_POSE}}"}"
  },

  "core_instruction": "Transform the provided image into a photorealistic, high-end street fashion photograph, while treating the uploaded woman as the sole source of truth for her identity, facial features, body proportions, skin tone, clothing, accessories, and overall appearance. The user's pose description is the only creative variable. Everything else should remain visually consistent with the established aesthetic.",

  "subject_preservation": {
    "identity": "Maintain the recognizable identity of the woman in the uploaded reference image. Do not alter her facial structure, ethnicity, perceived age, skin tone, body proportions, or unique features.",
    "outfit": "Preserve the complete outfit visible in the uploaded image, including clothing type, color, material, cut, structure, buttons, seams, cuffs, footwear, and accessories. Do not redesign or replace the clothing.",
    "hair": "Style her hair as {argument name="hair style" default="loosely bundled"}, maintaining a natural volume, slightly tousled rather than slicked down, with fine flyaways and realistic texture. Retain her natural hair color and overall characteristics.",
    "accessories": "Retain all visible jewelry, handbags, and other accessories from the reference image, unless they are physically incompatible with the requested pose."
  },

  "pose": {
    "instruction": "Strictly adhere to the user-provided pose description.",
    "user_input": "{argument name="pose" default="{{USER_DESCRIBED_POSE}}"}",
    "priority": "The pose is free to be altered, but the woman's identity, clothing, styling, environmental aesthetic, lighting, and photographic realism must remain locked."
  },

  "visual_style": {
    "genre": "Photorealistic, luxurious street fashion photography",
    "aesthetic": "Understated European fashion editorial style, effortless luxury, refined minimalism, and nonchalant styling",
    "environment": "{argument name="environment" default="Quiet, upscale European city street"}, featuring elegant, light-colored stucco architecture, high windows with shutters or ornate ironwork, clean sidewalks, curbs, and authentic urban details",
    "composition": "Strong editorial-style composition with natural architectural framing and deliberate negative space",
    "camera": "Professional full-frame fashion photography, authentic lens characteristics, natural perspective appropriate for the requested pose",
    "perspective": "Camera angles should be intelligently chosen to make the requested pose more visually appealing; dramatic low angles should only be used when appropriate for the pose",
    "lighting": "Soft, natural daylight, overcast or soft diffused sunlight, subtle and realistic shadows, controlled highlights",
    "color_grade": "Soft, refined tones, natural skin tones, restrained contrast, subtle film grain",
    "depth": "Realistic depth of field, clearly separating the woman from the background without excessive blur",
    "texture": "Realistic skin texture, realistic fabric texture"
  }
}

Prompt variables

Editable argument placeholders found in the prompt, with their default values.

3
Variable
pose
Default
{{USER_DESCRIBED_POSE}}
Variable
hair style
Default
loosely bundled
Variable
environment
Default
Quiet, upscale European city street

Best for

  • - Fashion & Beauty visual exploration
  • - Image generation and reference-image edits
  • - Reusable briefs that keep source attribution visible

Change these parts

  • - Subject, product, character, or scene
  • - Aspect ratio, camera, lighting, and background
  • - Brand, text, color, and output constraints

Recommended model and settings

  • - Model: gpt-image-2
  • - Input mode: Image to Image
  • - Aspect ratio: source
  • - Commercial status: review original source

How to use this prompt

  1. 1. Copy the prompt and preserve its structure for the first test.
  2. 2. Replace the subject, context, and publishing channel.
  3. 3. Change one camera, lighting, or style variable per iteration.
  4. 4. Inspect the output, source, text, and rights before reuse.

Limitations, source, and reuse cautions

  • - Generated output is an editable draft, not factual, legal, or rights evidence.
  • - Review the linked source, people, brands, logos, text, and third-party media before commercial use.
Imported from Awesome GPT Image 2 Prompts. Attribution is required. Commercial-use status is allowed; review source rights before paid usage.

More cases in this category

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Reuse and source notes

Use this prompt safely after previewing the case.

  1. 1.Copy the prompt or open it directly in Dovoo with the generation button.
  2. 2.Adjust variables, aspect ratio, and reference images for your own use case.
  3. 3.Before publishing or paid usage, verify source rights, attribution requirements, and brand or likeness risks.

Can I use this prompt commercially?

Commercial-use status is allowed. Review the original source, license, brand constraints, and legal requirements before paid usage.

Where does this case come from?

This case is imported from Awesome GPT Image 2 Prompts; keep attribution visible and check the source URL before reuse.

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