Add complex-background matting mode to the service via background_mode
Backports master's non-flat matting (chroma.enabled: false + the hue-free cross-check gate) into server-edition, and exposes it over HTTP without surfacing the internal "chroma" wording: /remove-background gains a background_mode form field (flat, default | complex). complex maps to chroma disabled -- no colour key, segmentation alone drives the trimap and every colour-keyed stage (auto-detect, hue split, chroma suppression, despill) is bypassed. The cross-check veto still works in complex mode via its second-opinion-confidence gate (cross_check.second_lo/hi) but defaults OFF there (it costs the HR-matting forward); an explicit cross_check=on re-enables it. No new model weights: complex mode reuses the already-provisioned BiRefNet seg + ViTMatte (+ optional HR-matting cross-check). Flat mode is unchanged (bit-identical), and server-edition's own extras (cross_check.lock, foreground.use_gpu CuPy path) are preserved -- the port is surgical, not a copy of master's files. - settings: ChromaSettings.enabled, CrossCheckSettings.second_lo/hi - config: override_settings chroma passthrough - despill/foreground: model=None safe guards (foreground keeps GPU path) - alpha_post: cross_check_alpha hue-free gate when proj is None - pipeline: _process_rgb complex branch (seg-only trimap, skip colour stages) - service/app: process(chroma=), background_mode field, complex-defaults-off cross-check, X-BGFilter-Background-Mode header - cli: --chroma/--no-chroma - configs/docs: gpu.yaml + default.yaml + README/README_ZH Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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@@ -10,7 +10,7 @@ from .settings import DespillSettings
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def despill(
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rgb: np.ndarray,
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alpha: np.ndarray,
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model: BackgroundModel,
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model: BackgroundModel | None,
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settings: DespillSettings,
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) -> tuple[np.ndarray, np.ndarray]:
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"""Remove background-colour spill from the foreground.
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@@ -24,7 +24,8 @@ def despill(
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Returns the corrected RGB (uint8) and the per-pixel despill weight (float32).
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"""
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if not settings.enabled:
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# model is None with chroma disabled: no key colour means no spill direction.
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if not settings.enabled or model is None:
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return rgb.copy(), np.zeros(alpha.shape, dtype=np.float32)
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bg_lab = np.asarray(model.lab_center, dtype=np.float32)
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