- family
- generate-to-edit
- modality
- product cutout image + background scene image -> lit, composited ad-ready image
- whyMultiModel
- Compositing two independent images and physically-plausible relighting are distinct operations; the workflow depends on prior product segmentation/cutout plus a generative compositing-and-relighting model, and often a separate upscale pass for print/4K delivery, so no single call handles isolation, blend, and light-matching in one pass reliably.
- steps
- [object Object], [object Object], [object Object]
- controls
- background/scene reference image, lighting preset (golden hour, studio, dramatic directional), product placement/scale, upscale factor
- exampleStack
- RMBG-2.0 -> ByteDance Seedream 4.5 (composite + relight) -> Topaz Gigapixel upscale
- useCases
[e-commerce catalog imagery at scale][seasonal ad creative reusing one product shoot across many scenes][swapping backgrounds for regional/localized campaigns]
- pitfalls
- Relighting can shift product color fidelity (brand color accuracy), and shadow direction mismatches between product and scene are a common tell if the compositing step skips explicit light-direction analysis.