SAM3 Image/Video Segmentation
Remove backgrounds from images and videos with AI
Build a production background removal service powered by SAM3. An agent manages the pipeline — detecting subjects, generating precise masks, handling edge cases like hair and transparency, and producing clean cutouts with optional background replacement.
Stack
Implementation
- 1
Build subject detection
Create an agent that identifies the primary subject in an image — people, products, animals, etc. — and generates appropriate SAM3 prompts.
- 2
Generate high-quality masks
Use SAM3 for initial segmentation, then refine with alpha matting for fine details like hair, fur, and translucent objects.
- 3
Add background replacement
Implement background replacement tools — solid colors, custom images, or AI-generated backgrounds that match the subject's lighting and perspective.
- 4
Handle edge cases
Configure special handling for challenging subjects: glass, shadows, reflections, and subjects with complex boundaries.
- 5
Deploy as API
Ship as a high-throughput API. Support batch processing for e-commerce catalogs and real-time processing for user-facing applications.
What You Get
- Clean background removal including fine details like hair
- Optional AI-powered background replacement
- Handles challenging subjects: glass, shadows, translucency
- High-throughput API for batch and real-time processing
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