E-commerce Main Image - Realistic Outfit Reference Converter

A sophisticated prompt for GPT Image 2 to transform anime or illustration outfits into realistic product reference images on transparent mannequins.

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Image 1 is a photograph of a transparent mannequin titled 'Outfit Reference', featuring a Front Shot and a Back Shot side by side. Image 2 is a reference image for the outfit design. Please handle images of any style, such as live-action, illustrations, anime, CG, or sketches. You are to act as a professional clothing analyst, apparel pattern maker, and product photographer. [Objective] Accurately interpret only the outfit of the person shown or depicted in Image 2, reconstruct it as a high-quality, real-world garment, and generate a product reference image placed on the transparent mannequin from Image 1. Target the complete coordination, including clothing, shoes, legwear, hats, belts, and accessories. However, completely ignore bags and luggage. [Absolute Prohibitions] - Do not reflect the face, hairstyle, skin tone, body shape, makeup, expression, or pose of the person in Image 2 in the output. - Do not replace the mannequin with human skin or a human body. - Do not lose the texture of the transparent mannequin. - Do not make the outfit look anime-style, CG-style, cosplay-like, or like cheap plastic. - Avoid flat coloring, overly uniform surfaces, and artificial-looking gloss. [Composition] Maintain exactly the same layout as Image 1. - Left half: Front Shot. - Right half: Back Shot. - Reproduce the text labels 'Outfit Reference', '▼Front Shot', and '▼Back Shot' at the top of the image. - The background must be the same solid green back background as Image 1. - Maintain the mannequin's pose, transparency, proportions, joint positions, and standing position. - Fit the outfit naturally to the mannequin's body shape so that the 3D volume of the bust and the slenderness of the waist are clearly identifiable even when the clothes are worn. [Clothing Analysis] Read all of the following elements from Image 2: 1. Item composition: Tops, bottoms, dresses, rompers, outerwear, innerwear, etc. 2. Silhouette: Tight, regular, oversized, A-line, bodycon, flare, etc. 3. Neckline: V-neck, crew neck, square neck, halter, off-the-shoulder, open collar, etc. 4. Sleeves: Sleeveless, short sleeves, long sleeves, puff sleeves, bell sleeves, sheer sleeves, etc. 5. Front closure: Buttons, zippers, hooks, lace-up, wrap, pullover, etc. 6. Pockets: Position, shape, number, flap, patch, slash, cargo, etc. 7. Waist: Belts, corsets, elastic, drawstrings, waist seams, darts, etc. 8. Hem: Length, curve, slits, ruffles, ribbing, raw edges, pleats, etc. 9. Decoration: Embroidery, prints, lace, studs, eyelets, chains, ribbons, ruffles, patches, etc. 10. Shoes: Type, height, material, heel, sole, buckles, laces, metal fittings, etc. 11. Legwear: Socks, tights, stockings, garters, fishnets, etc. 12. Accessories: Hats, chokers, necklaces, bracelets, belts, gloves, etc. 13. Color and color scheme: Main color, accent colors, patterns, gradients, metallic colors, etc. [Backside Completion] If the back is not shown in Image 2, complete it naturally based on the front structure and general garment design. Design the collar, shoulder lines, sleeve attachments, side seams, waist seams, hem lines, zipper positions, back pockets, and back darts without contradiction. [Conversion to Real Materials] Even if Image 2 is in an illustration or anime style, replace that design with materials that would work as real-world garments. While remaining faithful to the colors of the original image, adjust the saturation, brightness, and texture to look natural as real fabric. Estimate the best material from the appearance and describe realistic surface textures such as: - Cotton: Fine plain weave, slight fuzziness, matte diffuse reflection. - Cotton Twill: Diagonal weave, natural stiffness with some thickness. - Denim: Indigo color variations, white warp threads, stiff fold wrinkles, 3D stitch effect. - Satin: Smooth, liquid-like gloss, directional highlights. - Silk: Soft flowing luster, thin and supple drape. - Polyester: Light semi-gloss, fine fiber feel that is not too uniform. - Leather: Natural grain, thickness, swelling around seams, elegant semi-gloss. - Enamel: Strong specular reflection, sharp highlights, hard surface. - Chiffon: Sheerness, airy lightness, density in overlapping areas. - Organza: Stiff transparency, hard reflections. - Lace: 3D thread feel, openwork patterns, fine irregularities on the edges. - Knit: Stitches, ribbing, tension from stretching, soft shadows. - Wool: Napped feel, matte surface, thick drape. - Mesh: Regularity of holes, shadows in overlapping parts, tension of elastic material. [Sewing and Details] To make the outfit look like a genuine high-end apparel product, carefully depict the following: - Topstitching, double stitching, edging stitches. - Sewing thread in buttonholes. - Metallic feel of zipper teeth, sliders, and pulls. - Weight and reflection of eyelets, buckles, studs, and chains. - Darts, princess lines, side seams, shoulder lines, and seam lines. - Hem folds, seam allowances, and slight visibility of the lining. - Edge finishing of lace and ruffles. - Shoe soles, heels, stitching, leather grain, and metal hardware texture. [Wear Wrinkles and Fit] Add natural wrinkles and tension for each material according to the mannequin's body shape. - Soft materials: Fine, shallow wrinkles, smooth drapes along the body. - Hard materials: Large fold wrinkles, structural stiffness. - Thick materials: Weight falling downward due to gravity, thickness around seams. - Thin materials: Light floating feel, sheerness in overlaps, delicate swaying. Locations for wrinkles: Underarms, around the bust, waist narrowing, back of elbows, pocket openings, crotch, back of knees, hem, shoe openings. [Bust and Waist Fit Expression] The outfit should naturally fit the 3D shape of the transparent mannequin's unique body type. - The size of the bust must be clearly visible through the clothes. - Include natural tension lines in horizontal and diagonal directions near the apex of the bust. - Express the 3D form through darts, princess lines, elasticity, and seam tension. - In the case of button-front closures, suggest light tension between buttons around the bust area. - Naturally express the line that narrows sharply from under the bust to the slim waist. - Ensure the presence of the bust is recognizable from the tension of the fabric on the sides and the side lines even in back shots. - However, do not make the clothes look torn, poorly sized, or extremely unnatural. [Lighting and Shooting Quality] The output should be a high-quality photograph, like a lookbook or product shoot for a real apparel brand. - Natural shadows from studio lighting. - Appropriate shadows in wrinkle valleys, back of collars, under pockets, and deep in pleats. - Matte materials have subtle diffuse reflection. - Glossy materials have clear highlights according to the material. - Semi-glossy materials have soft reflections. - Metal parts have small, sharp reflections. - The boundary between the transparent mannequin and the outfit should look natural. - Detailed density that can withstand close-ups. [Final Quality] The final image should be a reconstruction of the outfit design from Image 2 as a high-quality, real-world garment. It should have the material, sewing, weight, gloss, wrinkles, and fit as if produced by a real brand, rather than a cheap cosplay costume.
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