9b7a192599
After the full-foreground despill (5ddf0cd) the residual green was confined to
semi-transparent hair (alpha < 0.5): 85% of the worst pixels had alpha < 0.3,
where a pixel-wise unmix (divide by small alpha) is too noisy to trust.
Replace the hand-rolled unmix/local-blur estimator with pymatting's
estimate_foreground_ml (Germer et al. multi-level closed form), which propagates
reliable foreground colour from high-alpha neighbours into the fringe and
estimates the background, so green spill is unmixed rather than clamped. The
despill pass stays as a light cleanup on top.
- foreground.method selects "ml" (default) or "unmix" (legacy heuristic kept as
a fallback when pymatting is unavailable, matching the chroma fallback idiom).
- ForegroundEstimate now exposes rgb (F), background (B) and a correction map;
debug outputs become foreground_rgb / foreground_background / foreground_correction.
Controlled comparison (same ViTMatte alpha, only foreground method changed),
edge_green_excess:
TestImage p95 0.176->0.031, mean 0.061->0.005
TestImage2 p95 0.165->0.004, mean 0.052->0.002
Adds pymatting (pulls in numba) to requirements.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
37 lines
808 B
YAML
37 lines
808 B
YAML
model:
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model_name: hustvl/vitmatte-base-composition-1k
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device: cuda
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matting_method: vitmatte
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fallback_to_chroma_alpha: false
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trimap:
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sure_bg_threshold: 0.92
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sure_fg_threshold: 0.12
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unknown_radius_ratio: 0.012
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fg_safe_radius_ratio: 0.006
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foreground:
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enabled: true
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method: ml
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fallback_to_unmix: true
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ml_regularization: 0.00001
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# Legacy "unmix" method params (used only when method: unmix).
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edge_low: 0.005
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edge_high: 0.995
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min_unmix_alpha: 0.08
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unmix_strength: 0.70
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local_strength: 0.45
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local_blur_radius: 11
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local_alpha_threshold: 0.92
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local_bg_confidence_max: 0.20
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green_excess_margin: 0.015
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bg_confidence_weight: 0.70
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despill:
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enabled: true
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edge_low: 0.005
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strength: 0.92
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green_excess_margin: 0.015
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edge_expand_radius: 2
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alpha_weight_floor: 0.35
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