Files
BGfilter/bgfilter/config.py
T
lhk229 7555321cfc Simplify to single-segmenter pipelines; add screen_color prior; drop rescue + recolor
Strategic pivot: the dropout-fill rescue, the anime-seg fill backend, the
BiRefNet+anime-seg intersection, and the recolor pass all existed to repair
source images whose hair was already green-contaminated or broken at generation
time. Fixing the source instead (clean pastel-background generation) makes the
matte high-contrast, so that whole compensation layer is unnecessary. Remove it.

- Two pipelines via segmentation.enabled:
    false -> chroma-only (Chroma + ViTMatte)
    true  -> single segmenter (default anime-seg, switchable birefnet) -> trimap
  then ViTMatte refines, pymatting estimates foreground, despill cleans spill.

- Generalise the green-hardcoded colour logic to a screen_color prior (hex, e.g.
  "#CFEFFF"; default null = green auto-detect, byte-identical). chroma keys off
  Lab/RGB distance to the colour; despill removes chroma along its Lab direction.
  Added --screen-color CLI flag.

- Removed dead code: fill_seg_dropouts + seg_fill*/intersection params,
  SegmentationSettings.fill_backend/fill_model_name/sharpen, unsharp_mask,
  recolor.py + RecolorSettings.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-01 15:33:58 +08:00

117 lines
3.9 KiB
Python

from __future__ import annotations
from dataclasses import fields, replace
from pathlib import Path
from typing import Any, TypeVar
from .settings import (
AlphaPostSettings,
ChromaSettings,
DespillSettings,
ForegroundSettings,
ModelSettings,
PipelineSettings,
SegmentationSettings,
TrimapSettings,
)
T = TypeVar("T")
def _load_yaml(path: str | Path) -> dict[str, Any]:
try:
import yaml
except ModuleNotFoundError as exc:
raise RuntimeError("Missing dependency 'PyYAML'. Install it with: pip install PyYAML") from exc
with Path(path).open("r", encoding="utf-8") as handle:
data = yaml.safe_load(handle) or {}
if not isinstance(data, dict):
raise ValueError(f"Config file must contain a YAML mapping: {path}")
return data
def _update_dataclass(instance: T, values: dict[str, Any] | None) -> T:
if not values:
return instance
allowed = {field.name for field in fields(instance)}
unknown = sorted(set(values) - allowed)
if unknown:
cls_name = type(instance).__name__
raise ValueError(f"Unknown {cls_name} field(s): {', '.join(unknown)}")
return replace(instance, **values)
def settings_from_dict(data: dict[str, Any]) -> PipelineSettings:
data = dict(data)
screen_color = data.pop("screen_color", None)
allowed_sections = {"chroma", "trimap", "alpha_post", "foreground", "despill", "model", "segmentation"}
unknown_sections = sorted(set(data) - allowed_sections)
if unknown_sections:
raise ValueError(f"Unknown config section(s): {', '.join(unknown_sections)}")
return PipelineSettings(
chroma=_update_dataclass(ChromaSettings(), data.get("chroma")),
trimap=_update_dataclass(TrimapSettings(), data.get("trimap")),
alpha_post=_update_dataclass(AlphaPostSettings(), data.get("alpha_post")),
foreground=_update_dataclass(ForegroundSettings(), data.get("foreground")),
despill=_update_dataclass(DespillSettings(), data.get("despill")),
model=_update_dataclass(ModelSettings(), data.get("model")),
segmentation=_update_dataclass(SegmentationSettings(), data.get("segmentation")),
screen_color=screen_color,
)
def load_settings(path: str | Path | None = None) -> PipelineSettings:
if path is None:
return PipelineSettings()
return settings_from_dict(_load_yaml(path))
def override_settings(settings: PipelineSettings, **overrides: Any) -> PipelineSettings:
chroma = settings.chroma
trimap = settings.trimap
alpha_post = settings.alpha_post
foreground = settings.foreground
despill = settings.despill
model = settings.model
segmentation = settings.segmentation
model_updates = {
key: overrides[key]
for key in ["model_name", "device", "matting_method", "fallback_to_chroma_alpha"]
if overrides.get(key) is not None
}
trimap_updates = {
key: overrides[key]
for key in [
"sure_bg_threshold",
"sure_fg_threshold",
"unknown_radius_ratio",
"fg_safe_radius_ratio",
]
if overrides.get(key) is not None
}
despill_updates: dict[str, Any] = {}
if overrides.get("despill") is not None:
despill_updates["enabled"] = overrides["despill"]
seg_updates: dict[str, Any] = {}
if overrides.get("device") is not None:
seg_updates["device"] = overrides["device"]
screen_color = (
overrides["screen_color"]
if overrides.get("screen_color") is not None
else settings.screen_color
)
return PipelineSettings(
chroma=chroma,
trimap=_update_dataclass(trimap, trimap_updates),
alpha_post=alpha_post,
foreground=foreground,
despill=_update_dataclass(despill, despill_updates),
model=_update_dataclass(model, model_updates),
segmentation=_update_dataclass(segmentation, seg_updates),
screen_color=screen_color,
)