Files
BGfilter/bgfilter/settings.py
T
lhk229 d6cf6ffe0c Add chroma-guided alpha suppression for background holes
Pull alpha toward 0 in the unknown band where bg_confidence is high, so green
that survives in hair gaps and hole pockets goes transparent (doc section 10).
Runs between trimap enforcement and alpha cleanup; sure-foreground pixels are
never touched, keyed by the bg_confidence we already compute.

On the two samples this clears the faint outer green halo (edge pixels
19.3k -> 16.0k) but has little *visible* effect, because their residual is no
longer green: it is magenta from the pymatting unmix on genuine semi-transparent
hair (vis-magenta p95 ~0.07, identical pre/post despill), which this pass
deliberately leaves alone. The magenta needs a separate colour fix.

Knobs live in AlphaPostSettings (chroma_suppress*, default on).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-30 18:03:09 +08:00

89 lines
2.6 KiB
Python

from __future__ import annotations
from dataclasses import dataclass
@dataclass(frozen=True)
class ChromaSettings:
green_margin: float = 0.08
min_green_value: float = 0.22
min_saturation: float = 0.20
hue_low: float = 35.0
hue_high: float = 95.0
border_ratio: float = 0.04
min_samples: int = 2048
hue_sigma_min: float = 7.0
lab_sigma_min: float = 10.0
rgb_sigma_min: float = 0.08
@dataclass(frozen=True)
class TrimapSettings:
sure_bg_threshold: float = 0.92
sure_fg_threshold: float = 0.12
unknown_radius_ratio: float = 0.012
fg_safe_radius_ratio: float = 0.006
min_unknown_radius: int = 4
min_fg_safe_radius: int = 2
@dataclass(frozen=True)
class AlphaPostSettings:
min_component_area_ratio: float = 0.00001
fill_hole_area_ratio: float = 0.00002
alpha_floor: float = 0.002
alpha_ceil: float = 0.998
# Chroma-guided alpha suppression: in the unknown band, pull alpha toward 0
# where background (green) confidence is high, clearing spill in gaps/holes.
chroma_suppress: bool = True
chroma_suppress_bg_low: float = 0.35
chroma_suppress_bg_high: float = 0.80
chroma_suppress_strength: float = 1.0
@dataclass(frozen=True)
class ForegroundSettings:
enabled: bool = True
method: str = "ml" # "ml" (pymatting) or "unmix" (legacy heuristic)
fallback_to_unmix: bool = True
ml_regularization: float = 1e-5
# Legacy "unmix" method parameters (used only when method == "unmix").
edge_low: float = 0.005
edge_high: float = 0.995
min_unmix_alpha: float = 0.08
unmix_strength: float = 0.70
local_strength: float = 0.45
local_blur_radius: int = 11
local_alpha_threshold: float = 0.92
local_bg_confidence_max: float = 0.20
green_excess_margin: float = 0.015
bg_confidence_weight: float = 0.70
@dataclass(frozen=True)
class DespillSettings:
enabled: bool = True
edge_low: float = 0.005
strength: float = 0.92
green_excess_margin: float = 0.015
edge_expand_radius: int = 2
alpha_weight_floor: float = 0.35
@dataclass(frozen=True)
class ModelSettings:
model_name: str = "hustvl/vitmatte-small-composition-1k"
device: str = "cuda"
matting_method: str = "vitmatte"
fallback_to_chroma_alpha: bool = False
@dataclass(frozen=True)
class PipelineSettings:
chroma: ChromaSettings = ChromaSettings()
trimap: TrimapSettings = TrimapSettings()
alpha_post: AlphaPostSettings = AlphaPostSettings()
foreground: ForegroundSettings = ForegroundSettings()
despill: DespillSettings = DespillSettings()
model: ModelSettings = ModelSettings()