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E-commerce Product Retouching: Reference-Image-Driven Texture Relighting

E-commerce Product Retouching: Reference-Image-Driven Texture Relighting

Use a casually shot original product photo as the sole reference input, and remake it with gpt-image-2.5-flare/image-to-image into a studio-grade product image ready to be published directly on e-commerce detail pages. The approach is to break down "product photography quality" into several promptable layers: the subject's geometry and logo remain unchanged, the material's highlights and reflection relationships, the lighting direction of studio softboxes, the cleanliness of the background and floor, and the final output aspect ratio and resolution. The reference image provides the real subject shape and logo information; the prompt is only responsible for defining light, texture, and composition, thus preventing the model from redrawing the product structure. On the input side, submit only one reference image and an English editing instruction; resolution tier and aspect ratio are given as non-asset parameters. Since no background mode is specified, the model outputs an opaque background following the logic of the original image, suitable for direct use in product hero images and lifestyle images. It is suitable for e-commerce asset production that requires a batch of unified visual style for apparel, beauty, 3C accessories, food packaging, etc., and also suitable as a quick direction validation for designers before retouching.

Style Product Image · ecommerce · Studio lighting

Model GPT Image 2.5

Reference inputs

  • image_urls

    image_urls

Prompt

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Studio product photography edited based on the reference image, keeping the product's precise outline, proportions, label positions, and logo unchanged. Replace the casual lighting with controlled softbox lighting: a large key light at 45 degrees upper left, a subtle fill card on the right, and a narrow rim light tracing the top edge to separate the product from the background. Show realistic material response—sharp highlights on hard surfaces, soft gradient falloff on matte areas, subtle micro-texture grain on brushed or fabric surfaces. Place the product on a seamless light gray gradient background with a soft contact shadow below, no clutter, and no props other than the product. Shot with a 100mm macro lens at f/11, deep depth of field, sharp edge detail, neutral white balance, commercial e-commerce retouching look, high resolution.

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