This article demonstrates how to generate creative advertising images using generative AI models deployed on Amazon SageMaker, leveraging inpainting techniques for realistic product placement.

• Uses Segment Anything Model (SAM) to automatically generate masks for product objects
• Employs Stable Diffusion Inpainting to create realistic backgrounds and foreground elements
• Implements layered inpainting approach: background scene, mid-section context, upper background
• Hosts both SAM and Stable Diffusion models on GPU-enabled SageMaker endpoints
• Provides CloudFormation template and GitHub code for automated deployment
• Reduces manual prompt engineering and model hallucinations through structured workflow
• Enables scalable production of diverse product images from large catalogs

The solution demonstrates how SageMaker endpoints provide a managed, scalable infrastructure for deploying large generative AI models without complex infrastructure provisioning.