Skip to content

Kainmueller-Lab/brainbow

Repository files navigation

brainbow color clustering

python reimplementation for brainbow neural tracing:

[1] Duan et al., 2021, paper code

[2] Sumbul et al., 2026, paper

(1) denoising

  • bm4d for each channel
  • call separately as it needs long time and a lot of RAM

(2) supervoxelize, reimplement from [2]

(2.1) watershed on sobel

(2.2) add thresholded foreground

--> which color proximity function?

(2.3) split supervoxel with different colors

--> not implemented yet

(2.4) demix/merge supervoxel

--> not implemented yet

(3) GMM color cluster, from here [1]

  • which color distance function?
  • how to define dimension d for feature X^(Nxd)?
  • how to define number of components for GMM?

(4) bridge skeletons

--> not implemented yet

  • should be simple to implement to verify which cluster should be connected
  • which distance threshold?

other todo's

  • pipeline script
  • gridsearch for hyperparameters on validation set
  • submit evaluate instance segmentation

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Contributors 2

  •  
  •