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Wrap the BGfilter matting pipeline in a long-running FastAPI service (POST /remove-background, GET /healthz) exposing only screen_color and seg_model, matching the birefnet-service request contract. - bgfilter/pipeline.py: add in-memory run_rgb entry returning a MattingResult; allow injecting a shared runner/segmenter. CLI file path (run_image) behaviour is unchanged. - bgfilter/service.py: PipelineManager caches one shared ViTMatte runner and per-backend segmenters, so screen_color/seg_model never reload a model. - app.py: thin FastAPI layer -- param validation, image decode/encode, error codes (400/413/500), timing headers, global asyncio lock. - requirements.txt: fastapi, uvicorn[standard], python-multipart. - README + design doc: HTTP service usage and HF-mirror/proxy/Xet download notes. Verified end-to-end (base ViTMatte + BiRefNet + anime-seg): 11/11 acceptance checks pass. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>