Product Image Upscaler
Improve product-image clarity so existing assets hold up better on listings, PDPs, and ad creatives.
Use when
- - A product image is too soft, small, or low-resolution for ecommerce use
- You need to reuse older image assets on PDPs, marketplaces, or ads
- A team wants cleaner visuals for mobile-first browsing without reshooting immediately
- You need larger output sizes for hero images, marketplaces, or creative testing
Do not use when
- - The source image is fundamentally unusable, badly lit, or missing the product clearly
- You need a full retouching, compositing, or brand-photo redesign workflow
- The goal is to change the product appearance or invent visual details
- Compliance depends on exact visual proof and the source is too damaged to trust
Inputs
- - source image status and approximate resolution
- intended use: listing, PDP hero, gallery, ad, social, marketplace, print-lite asset
- target platform or output size
- background constraints or brand standards
- whether light cleanup or crop adjustments are allowed
- any realism requirements or “must not alter product” constraints
Workflow
- 1. Judge whether the source image can be improved enough to remain commercially usable.
- Match enhancement choices to business context: listing readability, PDP trust, ad clarity, mobile viewing.
- Improve sharpness and size while protecting edges, textures, and product realism.
- Avoid overprocessing that makes the item look fake, plasticky, or inconsistent with the original.
- Recommend output specs and usage guidance by channel.
Output
- 1. Source-image quality diagnosis
- Recommended upscale / enhancement approach
- Best-fit output sizes or usage contexts
- Commercial-use guidance for listing / PDP / ads
- Risk notes if realism or detail integrity may be affected
Quality bar
- - The image should look clearer, not artificially “AI enhanced”
- Product appearance must remain trustworthy for commerce use
- Recommendations should connect to actual business use, not image quality in isolation
- Output should help the team decide whether the asset is ready to publish, test, or replace
What better looks like
Better output is not just “higher resolution.”
It makes the asset more usable in commerce:
- - easier to read on mobile
- stronger for hero placement
- less embarrassing in ads
- more reusable across channels
- clearer about whether the image is good enough or still needs a reshoot
Resource
See references/output-template.md.
产品图像增强器
提升产品图像清晰度，使现有素材在商品列表、产品详情页和广告创意中表现更佳。
适用场景
- - 产品图像过于模糊、尺寸过小或分辨率过低，无法满足电商使用需求
- 需要在产品详情页、电商平台或广告中重复使用旧版图像素材
- 团队希望在不立即重新拍摄的情况下，为移动端优先浏览提供更清晰的视觉效果
- 需要为主图、电商平台或创意测试提供更大尺寸的输出
不适用场景
- - 源图像存在根本性问题，如光线极差或产品主体不清晰
- 需要完整的修图、合成或品牌照片重新设计流程
- 目标是改变产品外观或虚构视觉细节
- 合规性依赖于精确的视觉证据，且源图像损坏严重无法信任
输入信息
- - 源图像状态及大致分辨率
- 预期用途：商品列表、产品详情页主图、图库、广告、社交媒体、电商平台、轻量印刷素材
- 目标平台或输出尺寸
- 背景限制或品牌标准
- 是否允许轻度清理或裁切调整
- 任何真实感要求或不得改变产品的限制条件
工作流程
- 1. 判断源图像是否能够提升至可商业使用的水平
- 根据业务场景匹配增强方案：列表可读性、详情页可信度、广告清晰度、移动端浏览体验
- 在提升锐度和尺寸的同时，保护边缘、纹理和产品真实感
- 避免过度处理导致产品看起来虚假、塑料感或与原图不一致
- 根据渠道推荐输出规格和使用指南
输出内容
- 1. 源图像质量诊断
- 推荐的增强/放大方案
- 最佳适配的输出尺寸或使用场景
- 商品列表/产品详情页/广告的商业使用指南
- 若真实感或细节完整性可能受影响的风险提示
质量标准
- - 图像应看起来更清晰，而非人为的AI增强效果
- 产品外观必须保持商业使用的可信度
- 建议应结合实际业务用途，而非孤立地评估图像质量
- 输出应帮助团队判断该素材是否可直接发布、测试或需要替换
更优效果的标准
更优的输出不仅仅是更高分辨率。
它应使素材在商业场景中更具实用性：
- - 在移动端更易辨识
- 作为主图更具视觉冲击力
- 在广告中减少尴尬感
- 在不同渠道间更具复用性
- 更清晰地判断图像是否足够好，或仍需重新拍摄
参考资料
参见 references/output-template.md。
