# GPT Image Hub prompt

## Transparent Mannequin Outfit Reference Sheet
- URL: https://www.gptimagehub.com/library/transparent-mannequin-outfit-reference-sheet
- Generator URL: https://www.gptimagehub.com/generate?promptId=oss-ym-g2-28510
- Markdown URL: https://www.gptimagehub.com/api/agent/markdown?path=%2Flibrary%2Ftransparent-mannequin-outfit-reference-sheet
- Category: Product & E-commerce
- Model: gpt-image-2-5-flare
- Aspect ratio: 16:9
- Style: 3d
- Tags: fashion, mannequin, product, apparel, reference-sheet, studio-shot, clothing-design
- Updated: 2026-10-27T10:25:13.098Z
- Created: 2026-10-27T10:25:13.098Z

Convert 2D anime, illustrated, or concept clothing onto a transparent glass mannequin in dual front and back studio views. Adjust the bracketed background color and fabric types to fit your design.

### Full prompt
```text
Professional apparel product reference sheet displaying a complete outfit reconstructed from the reference image onto a transparent glass-like mannequin. 

Composition & Layout:
- Two-panel side-by-side studio catalog format against a solid [green] background.
- Left panel: Front Shot of the transparent mannequin wearing the complete outfit.
- Right panel: Back Shot showing the rear view of the same outfit on the mannequin.
- Text labels rendered cleanly at the top: 'Outfit Reference' centered, with '▼Front Shot' over the left panel and '▼Back Shot' over the right panel.
- Maintain the mannequin's proportions, standing pose, transparency, and joint structures exactly.

Outfit Reconstruction & Fit:
- Accurately interpret all garments, footwear, headwear, legwear, belts, and wearable accessories from the reference image; ignore bags and luggage.
- If the back view is not visible in the reference, logically reconstruct collar closures, back yokes, back pockets, darts, and seam lines.
- Tailored 3D fit conforming naturally to the bust volume, narrow waist, and body contours of the mannequin with realistic tension creases and gravitational drape.

Materials & Craftsmanship:
- Realistic real-world fabric textures: visible weave patterns (such as cotton twill, denim indigo variations, silk/satin luster, leather grain, or knit ribs).
- High-end apparel details: precise edge stitching, topstitching, buttonholes, metallic zipper teeth and pulls, eyelets, buckles, and realistic hem folds.

Constraints:
- Do not include human skin, facial features, hair, or flesh tones; preserve the clear transparent mannequin.
- Avoid flat illustrative, 2D anime, or cheap plastic cosplay rendering; render as a physical studio photograph.
```