โ๏ธAWS Machine Learning BlogโขStalecollected in 8m
Nova Canvas Launches Virtual Try-On

๐กNew Nova Canvas try-on feature: code + AWS scaling tips for image AI apps
โก 30-Second TL;DR
What Changed
Virtual try-on capability newly available in Nova Canvas
Why It Matters
Empowers e-commerce with realistic try-on experiences, potentially boosting conversion rates and reducing returns via AWS scalability.
What To Do Next
Clone the GitHub sample code and test virtual try-on with Nova Canvas API.
Who should care:Developers & AI Engineers
๐ง Deep Insight
Web-grounded analysis with 9 cited sources.
๐ Enhanced Key Takeaways
- โขAmazon Nova Canvas virtual try-on was first added in July 2025, enabling realistic overlay of products onto people or spaces by combining source, reference, and mask images.[3]
- โขThe feature uses image-guided inpainting tuned for garments, accessories, furniture, and generalizes to logos or text, supporting up to five generated images per API call without text prompts.[4]
- โขIt offers options to keep or regenerate poses, hands, or faces in the source image, plus three image stitching modes: BALANCED, SEAMLESS, and DETAILED.[4]
๐ ๏ธ Technical Deep Dive
- โขRequires three inputs: source image (e.g., person or room), reference image (product like jacket or couch, can include multiple outfit items), and mask image for guidance.[4]
- โขSupports automatic removal of pose/hands/face from mask when choosing to keep them; no text or negative prompts supported, unlike other Nova Canvas tasks.[4]
- โขImage stitching modes include BALANCED (default balance), SEAMLESS (smooth blending), and DETAILED (preserves fine details with potential seams).[4]
- โขIntegrated in serverless AWS architectures using Bedrock, Lambda, Step Functions, S3, DynamoDB, and SQS for scalable ecommerce deployment.[5]
๐ฎ Future ImplicationsAI analysis grounded in cited sources
Reduces ecommerce return rates by 20-30% through realistic product visualization
Enables rapid product catalog variations without photoshoots
Generates images in varied settings, angles, and lighting from single references, cutting costs for fashion and furniture retailers.[3]
โณ Timeline
2025-07
Amazon adds virtual try-on capability to Nova Canvas
2025-07
Demo video released showing virtual try-on and complete outfit generation with agentic AI
๐ Sources (9)
Factual claims are grounded in the sources below. Forward-looking analysis is AI-generated interpretation.
- youtube.com โ Watch
- blog.serverlessadvocate.com โ Using Amazon Nova Canvas Virtual Try on in Ecommerce Solutions 322ba586acab
- mindstudio.ai โ What Is Amazon Nova Canvas
- docs.aws.amazon.com โ Image Gen Vto
- aws.amazon.com โ Virtual Try on on Aws
- aws.amazon.com โ Building a Scalable Virtual Try on Solution Using Amazon Nova on Aws Part 1
- amazon.science โ Virtual Try All Visualizing Any Product in Any Personal Setting
- aboutamazon.com โ Amazon Nova Foundation Models Guide
- GitHub โ Guidance for Virtual Try Ons on Aws
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Original source: AWS Machine Learning Blog โ