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adaptive color deconvolution for paper "Zheng et al., CMPB, 2019"

Home Page: http://zhengyushan.github.io

Python 100.00%
digital-pathology stain-normalization stain-separation stain-standardization color-normalization histological-images histopathological-image

adaptive_color_deconvolution's Introduction

Adaptive Color Deconvolution (ACD)

============

This is an implementation of the color normalization for histological images based on the adaptive color deconvolution as described in our paper:

Yushan Zheng, Zhiguo Jiang, Haopeng Zhang, Fengying Xie, Jun Shi, and Chenghai Xue, Adaptive Color Deconvolution for Histological WSI Normalization, Computer Methods and Programs in Biomedicine, v170 (2019) pp.107-120.

Requirements

  • TensorFlow (1.3 or later)
  • python 3.6
  • numpy 1.14.0
  • opencv-python 3.4.1

Cite

Please cite the following paper if you use this code in your own work:

@article{zhengCMPB2019,
  title   = {Adaptive color deconvolution for histological WSI normalization},
  author  = {Yushan Zheng and Zhiguo Jiang and Haopeng Zhang and Fengying Xie and Jun Shi and Chenghai Xue},
  journal = {Computer Methods and Programs in Biomedicine},
  volume  = {170},
  pages   = {107-120},
  doi     = {doi.org/10.1016/j.cmpb.2019.01.008},
  year    = {2019}
}

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adaptive_color_deconvolution's Issues

Get separated H and E channels

Dear Yushan Zheng,

I'd like to get the separated H&E bands obtained by your method. Which is the correct way to do that using your code?

Thank you very much.

dataset

Excuse me, could you provide dataset for each WSI (20 sub samples 2048 * 2048) used for calculating (NMI SD) and (NMI CV)๏ผŸ

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