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Reference accuracy: Faithfully reproduce all visible clothing and accessories from the reference photo, preserving their original colors, patterns, materials, shapes, and distinctive details. Do not change or invent details of identifiable items. Only use random selection for items that cannot be determined from the reference image.

Arrangement: Lay every item flat on a clean floor, neatly separated, fully visible, and arranged in an organized flat-lay composition. Avoid overlap. Place matching items together and ensure that no item is cropped by the frame.

Camera: Direct overhead view, with the camera pointing straight down at a 90-degree angle.

Image quality: Ultra-high resolution, crisp focus, realistic fabric details, natural colors, soft and even lighting, subtle shadows, accurate proportions, and professional product photography.

Background: A simple, clean indoor floor. No person, mannequin, body parts, or unnecessary props.

Negative constraints: No missing visible items, no duplicated items, no distorted garments, no altered visible clothing, no implausible underwear designs, no excessive decoration, no text, no watermark, and no cartoon or CGI appearance.

Randomize the unseen underwear styles and colors for each generation while keeping all visible items consistent with the reference photo.

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