Commit Graph

5 Commits

Author SHA1 Message Date
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
lhk229 b0a634dfd4 Add recolor pass to clean residual contamination colour
Add bgfilter/recolor.py: after despill, propagate clean neighbour chroma into
pixels whose colour is still off (residual green, or the magenta a green unmix
overshoots into), keeping luminance partway so hair texture survives. It installs
a real observed colour rather than subtracting, so it cannot overshoot. Despill
already neutralises the matte edge (off ~ 0 there), so recolor only touches the
contaminated interior and the wisps the dropout-fill rescued.

Runs as a final colour pass on the despilled foreground; pymatting + despill keep
their stronger edge handling. On the samples the magenta fringe drops sharply
(TestImage vis-magenta 0.065->0.014, TestImage2 0.085->0.031) with edge green
unchanged (vis-green ~0.02). Debug output color_mask.png replaces the despill /
foreground-background / foreground-correction maps; smoke updated.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-30 22:19:15 +08:00
lhk229 711669ea51 Fuse semantic segmentation mask into the trimap
Wire BiRefNet into the pipeline (lazy-loaded) and build the trimap from the
semantic subject mask refined by the green key, used when segmentation is
enabled. generate_trimap (chroma-only) stays as the no-segmentation fallback.

Authority split: the mask decides subject topology (keeps green-tinted hair as
foreground, drops see-through holes), the bright-green key sharpens the screen
boundary, ViTMatte refines a small protective band. Background follows the mask
directly so interior holes survive; the band is small so it does not swallow
finger gaps.

End-to-end on the samples: green hair preserved, finger-gap green 99%
transparent (BiRefNet marks it background; was 100% foreground before), leg
edges smooth -- topology/colour/edge problems local cues could not solve, with
no hard alpha surgery.

- SegmentationSettings wired into PipelineSettings/config; --device propagates.
- TrimapSettings: seg_core_threshold, seg_loose_threshold.
- New debug output seg_mask.png.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-30 21:32:38 +08:00
Codex d6bb658244 Add foreground color estimation pass 2026-06-30 16:25:56 +08:00
Codex 10705d49df Support YAML pipeline configuration 2026-06-30 15:03:15 +08:00