Image-to-image prompt that turns a flat-lay clothing photo into a studio ghost-mannequin shot while keeping the garment unchanged.
{
"model": "nano-banana",
"task": "image_to_image_product_transformation",
"objective": "Transform the provided clothing product image into a luxury studio ghost-mannequin presentation where the garment appears naturally worn and volumetric, as if inflated with air on an invisible mannequin. Preserve the exact identity of the original product with zero alterations.",
"input_description": {
"source_image_type": "flat lay clothing product photo",
"background": "white background",
"product_category": "general clothing (t-shirts, jackets, hoodies, pants, denim, vests, etc)"
},
"transformation_rules": {
"garment_structure": "inflate the garment as if worn by an invisible mannequin, creating natural body volume and shape while keeping the interior empty",
"mannequin_style": "luxury ghost mannequin used in high-end fashion e-commerce photography",
"fabric_condition": "perfectly ironed fabric with subtle natural folds that reflect realistic garment tension",
"pose": "natural wearable garment shape as if placed on a torso or body form, but with no visible mannequin or human presence",
"center_alignment": "the garment must remain perfectly centered in the frame",
"framing": "clean product catalog composition with balanced margins on all sides",
"background": "pure white professional studio background (#FFFFFF) with no gradients, textures, props, or shadows except a very soft natural grounding shadow"
},
"lighting": {
"style": "high-end fashion e-commerce studio lighting",
"direction": "soft frontal lighting with balanced fill light",
"goal": "highlight fabric texture, stitching, seams, and garment structure",
"shadow_control": "minimal soft shadow directly beneath garment for realism",
"exposure": "clean bright exposure without overblown highlights or crushed shadows"
},
"identity_preservation": {
"color": "preserve the exact original color values",
"texture": "preserve the exact fabric texture and weave",
"logos": "preserve existing logos exactly if present",
"stitching": "preserve stitching patterns exactly",
"details": "preserve pockets, buttons, zippers, seams, embroidery, tags, and all construction details exactly"
},
"strict_prohibitions": [
"do not add new logos",
"do not remove existing logos",
"do not change garment color",
"do not alter stitching",
"do not modify pockets",
"do not modify garment design",
"do not invent new fabric textures",
"do not change garment proportions",
"do not add accessories",
"do not add a human model",
"do not add a mannequin",
"do not add props or scenery",
"do not crop the garment"
],
"fabric_realism": {
"structure": "realistic garment volume based on clothing physics",
"folds": "subtle natural folds caused by gravity and body form",
"tension": "light tension around chest, shoulders, waist, or hips depending on garment type",
"fabric_behavior": "respect real textile behavior such as denim stiffness, cotton softness, or knit flexibility"
},
"composition_requirements": {
"camera_angle": "straight-on front-facing catalog angle",
"symmetry": "balanced and professional e-commerce alignment",
"product_visibility": "entire garment fully visible without cropping",
"catalog_standard": "consistent framing suitable for automated product galleries"
},
"quality_requirements": {
"style": "luxury fashion e-commerce photography",
"sharpness": "high-detail crisp garment texture",
"resolution": "high resolution suitable for product zoom",
"cleanliness": "no dust, wrinkles, artifacts, distortions, or AI hallucinations"
},
"pipeline_goal": {
"use_case": "360-degree product rotation pipeline",
"consistency_requirement": "garment structure, lighting, and proportions must remain stable and repeatable across multiple angles",
"output_type": "professional e-commerce catalog image"
}
}{
"model": "nano-banana",
"task": "image_to_image_product_transformation",
"objective": "将提供的服装产品图像转换为奢侈品工作室幽灵模特展示图,使服装看起来像是自然穿着在隐形模特上,并具有立体感,仿佛被空气充起。必须完全保留原始产品的身份,不得有任何改动。",
"input_description": {
"source_image_type": "平铺式服装产品照片",
"background": "白色背景",
"product_category": "通用服装(T恤、夹克、连帽衫、裤子、牛仔布、背心等)"
},
"transformation_rules": {
"garment_structure": "将服装充气膨胀,仿佛穿在隐形模特身上,形成自然的身体体积和形状,同时保持内部为空",
"mannequin_style": "高端时尚电商摄影中使用的奢侈品幽灵模特",
"fabric_condition": "面料需完美熨烫,带有反映真实服装张力的细微自然褶皱",
"pose": "呈现自然可穿戴的服装形态,如同放置在躯干或人体模型上,但不可见任何模特或人类存在",
"center_alignment": "服装必须在画面中完全居中",
"framing": "干净的产品目录构图,四周留有均衡的边距",
"background": "纯白色专业工作室背景(#FFFFFF),无渐变、纹理、道具或阴影,仅允许非常柔和的自然接地阴影"
},
"lighting": {
"style": "高端时尚电商工作室灯光风格",
"direction": "柔和正面照明,辅以均衡的补光",
"goal": "突出面料纹理、缝线、接缝和服装结构",
"shadow_control": "在服装正下方保留极轻微的柔和阴影以增强真实感",
"exposure": "明亮清晰的曝光,无过曝高光或压黑阴影"
},
"identity_preservation": {
"color": "精确保留原始颜色值",
"texture": "精确保留面料纹理和织法",
"logos": "若存在原有标志,则必须完全保留",
"stitching": "精确保留缝线图案",
"details": "精确保留口袋、纽扣、拉链、接缝、刺绣、标签及所有构造细节"
},
"strict_prohibitions": [
"不得添加新标志",
"不得移除现有标志",
"不得更改服装颜色",
"不得改动缝线",
"不得修改口袋",
"不得修改服装设计",
"不得虚构新的面料纹理",
"不得改变服装比例",
"不得添加配饰",
"不得添加真人模特",
"不得添加模特",
"不得添加道具或场景",
"不得裁剪服装"
],
"fabric_realism": {
"structure": "基于服装物理特性的逼真服装体积",
"folds": "由重力和人体形态引起的细微自然褶皱",
"tension": "根据服装类型,在胸部、肩部、腰部或臀部周围呈现轻度张力",
"fabric_behavior": "尊重真实纺织品行为,如牛仔布的硬度、棉质的柔软性或针织物的弹性"
},
"composition_requirements": {
"camera_angle": "正前方平视的产品目录角度",
"symmetry": "平衡且专业的电商对齐方式",
"product_visibility": "整个服装完整可见,不得裁剪",
"catalog_standard": "构图一致,适用于自动化产品图库"
},
"quality_requirements": {
"style": "奢侈品时尚电商摄影风格",
"sharpness": "高细节清晰的服装纹理",
"resolution": "高分辨率,适合产品放大查看",
"cleanliness": "无灰尘、褶皱、伪影、失真或AI幻觉"
},
"pipeline_goal": {
"use_case": "360度产品旋转展示流程",
"consistency_requirement": "服装结构、光照和比例必须在多个角度间保持稳定且可重复",
"output_type": "专业电商产品目录图像"
}
}