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Explore recipesOne click, whole workflow
Recipes are here. Package a whole workflow and run it in one click
Explore recipesbyBria AI
Stage products and portraits against legally cleared backdrops with automatic edge blending and lighting harmonisation
Isolate subjects cleanly and integrate them into newly generated scenes with automated edge-matching and shadow harmonization.
Engineered on legally cleared datasets to deliver pixel-precise edge isolation, natural shadow reconstitution, and lighting integration.
Explore how studio products, fashion apparel, and architectural objects integrate seamlessly into diverse staged environments.
From e-commerce staging to brand campaigns, see how creative teams generate commercially safe product imagery at scale.
It uses RMBG 2.0 to detect subject boundaries and extract clean alpha mattes automatically. The model isolates contours before generating the replacement scene to prevent cutout artifacts.
Bria trained this visual pipeline exclusively on 100% legally cleared, authorized, and licensed creative assets. This eliminates copyright and trademark infringement liabilities for enterprise advertising, packaging, and commercial catalogs.
Yes. You can provide an image in the reference input to guide background style, color palette, and lighting direction. The model emulates the visual mood of your reference without requiring descriptive text.
Images with distinct, well-lit foreground subjects yield the most seamless composites. Subjects with neutral lighting integrate most naturally into newly generated environments, while flat ground planes help the model reconstruct accurate contact shadows.
Avoid subjects with fine translucent boundaries like clear glassware, wispy smoke, or heavily frizzy hair where edge detection may produce fringing. It is also best to avoid inputs with severe silhouette lighting that conflicts with the intended background.
Stage products and portraits against legally cleared backdrops with automatic edge blending and lighting harmonisation