Why SAM 3 changes video background removal
SAM 3 (Segment Anything Model 3) is the first promptable concept segmentation model from Meta that natively tracks objects across video frames in a single forward pass. Unlike SAM 2 + GroundingDINO pipelines that require a separate detector and per-frame mask propagation, SAM 3 understands phrases like “every red baseball cap” and emits temporally consistent masks for every matching instance. Combined with MatAnyone for alpha refinement, the result is broadcast-quality transparent video without a green screen.
How our SAM 3 background remover works
Upload a video, optionally type a concept prompt, and our pipeline orchestrates the rest: source video is streamed to a Cloudflare R2 staging bucket, dispatched to a RunPod Serverless GPU endpoint that runs SAM 3 video-predict mode, refined frame-by-frame with MatAnyone for temporally stable alpha edges, then composited and encoded with FFmpeg into the format you chose. Most 30-second 1080p clips finish in under 90 seconds on an RTX A5000.
Model tiers and pricing
Choose the SAM 3 variant that fits your speed and quality budget. All tiers include MatAnyone refinement, audio passthrough, and unlimited preview generation.
Prompt modes
SAM 3 accepts four prompt modalities. Pick whichever matches your UX.
Output formats and delivery
Every output preserves the source frame rate, dimensions (subject to your max-dimension cap), and audio track. Transparent formats carry true alpha; MP4 falls back to color/image/video background composition.