Commit Graph
2 Commits
Author SHA1 Message Date
facok 28fa9450e0 Add progress output to calibration
- Print calibration parameters at start
- Show encoding progress with batch count
- Print PCA results (variance explained per component)
- Show anchor color encoding status
- Display final basis shape and anchor coordinates
2026-03-20 03:02:04 +08:00
facok 534bc19033 Implement LCS plugin for training-free color control in FLUX
Implements "The Latent Color Subspace" (arXiv:2603.12261v1, ICML 2026)
as a ComfyUI plugin with V3 API + V2 backward compatibility.

6 nodes across 3 categories:
- LCS/calibration: LCSCalibrate (PCA from VAE), LCSLoadData (cache load)
- LCS/intervention: LCSColorIntervene (single color), LCSColorBatch (multi)
- LCS/observe: LCSPreviewColors (latent color map), LCSStepObserver

Core modules: patchify (16ch->64d patches), bicone HSL<->LCS mapping,
alpha_t/beta_t tables (51 entries from Appendix F), PCA calibration,
and timestep normalization with residual preservation.
2026-03-17 01:43:26 +08:00