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OpenHI - An open source framework for annotating histopathological image

  • Pargorn Puttapirat
  • , Haichuan Zhang
  • , Yuchen Lian
  • , Chunbao Wang
  • , Xiangrong Zhang
  • , Lixia Yao
  • , Chen Li
  • Xi'an Jiaotong University
  • Xidian University
  • Mayo Clinic Rochester, MN

科研成果: 书/报告/会议事项章节会议稿件同行评审

11 引用 (Scopus)

摘要

Histopathological images carry informative cellular visual phenotypes and have been digitalized in huge amount in medical institutes. However, the lack of software for annotating the specialized images has been a hurdle of fully exploiting the images for educating and researching, and enabling intelligent systems for automatic diagnosis or phenotype-genotype association study. This paper proposes an open-source web framework, OpenHI, for the whole-slide image annotation. The proposed framework could be utilized for simultaneous collaborative or crowd-sourcing annotation with standardized semantic enrichment at a pixel-level precision. Meanwhile, our accurate virtual magnification indicator provides annotators a crucial reference for deciding the grading of each region. In testing, the framework can responsively annotate the acquired whole-slide images from TCGA project and provide efficient annotation which is precise and semantically meaningful. OpenHI is an open-source framework thus it can be extended to support the annotation of whole-slide images from different source with different oncological types. It is publicly available at https://gitlab.com/BioAI/OpenHI/. The framework may facilitate the creation of large-scale precisely annotated histopathological image datasets.

源语言英语
主期刊名Proceedings - 2018 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2018
编辑Harald Schmidt, David Griol, Haiying Wang, Jan Baumbach, Huiru Zheng, Zoraida Callejas, Xiaohua Hu, Julie Dickerson, Le Zhang
出版商Institute of Electrical and Electronics Engineers Inc.
1076-1082
页数7
ISBN(电子版)9781538654880
DOI
出版状态已出版 - 21 1月 2019
活动2018 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2018 - Madrid, 西班牙
期限: 3 12月 20186 12月 2018

丛书

姓名Proceedings - 2018 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2018

会议

会议2018 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2018
国家/地区西班牙
Madrid
时期3/12/186/12/18

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