WBC Image Dataset 1
2D Semantic Segmentation
Medical
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许可协议: GPL-3.0

Overview

This is two datasets of white blood cell (WBC) images used for “Fast and Robust Segmentation of White Blood Cell Images by Self-supervised Learning”, which can be used to evaluate cell image segmentation methods.

These two datasets are significantly different from each other in terms of the image color, cell shape, background, etc., which can better evaluate the robustness of WBC segmentation approach. The ground truth segmentation results are manually sketched by domain experts, where the nuclei, cytoplasms and background including red blood cells are marked in white, gray and black respectively. We also submitted the segmentation results by our approach, where the whole WBC region are marked in white and the others are marked in black.

Dataset 1 was obtained from Jiangxi Tecom Science Corporation, China. It contains three hundred 120×120 images of WBCs and their color depth is 24 bits. The images were taken by a Motic Moticam Pro 252A optical microscope camera with a N800-D motorized auto-focus microscope, and the blood smears were processed with a newly-developed hematology reagent for rapid WBC staining. The overall background of most of the images of Dataset 1 looks yellow.

Images from Dataset 1.

Instruction

The class labels of each image in Dataset 1 is shown in the files Class Labels of Dataset 1.csv . The labels (1- 5) represent neutrophil, lymphocyte, monocyte, eosinophil and basophil, respectively.

Citation

Please use the following citation when referencing the dataset:

@article{Zheng2018,
  title={Fast and Robust Segmentation of White Blood Cell Images by Self-supervised Learning},
  author={Xin Zheng and Yong Wang and Guoyou Wang and Jianguo Liu},
  journal={Micron},
  volume={107},
  pages={55--71},
  year={2018},
  publisher={Elsevier}
  doi={https://doi.org/10.1016/j.micron.2018.01.010},
  url={https://www.sciencedirect.com/science/article/pii/S0968432817303037}
}

License

GPL-3.0

数据概要
数据格式
Image,
数据量
300
文件大小
6.66MB
发布方
Tecom Science Corporation
Founded in 1992, Tecom Science Corporation is a national high-tech enterprise specialized in developing, manufacturing and selling high-end medical equipment and IVD reagents.
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