A Web-Based Platform for Distributed Annotation of Computerized Tomography Scans

被引:2
|
作者
Heller, Nicholas [1 ]
Stanitsas, Panagiotis [1 ]
Morellas, Vassilios [1 ]
Papanikolopoulos, Nikolaos [1 ]
机构
[1] Univ Minnesota, Ctr Distributed Robot, 117 Pleasant St SE, Minneapolis, MN 55455 USA
基金
美国国家科学基金会;
关键词
D O I
10.1007/978-3-319-67534-3_15
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Computer Aided Diagnosis (CAD) systems are adopting advancements at the forefront of computer vision and machine learning towards assisting medical experts with providing faster diagnoses. The success of CAD systems heavily relies on the availability of high-quality annotated data. Towards supporting the annotation process among teams of medical experts, we present a web-based platform developed for distributed annotation of medical images. We capitalize on the HTML5 canvas to allow for medical experts to quickly perform segmentation of regions of interest. Experimental evaluation of the proposed platform show a significant reduction in the time required to perform the annotation of abdominal computerized tomography images. Furthermore, we evaluate the relationship between the size of the harvested regions and the quality of the annotations. Finally, we present additional functionality of the developed platform for the closer examination of 3D point clouds for kidney cancer.
引用
收藏
页码:136 / 145
页数:10
相关论文
共 50 条
  • [21] CBRAIN: a web-based, distributed computing platform for collaborative neuroimaging research
    Sherif, Tarek
    Rioux, Pierre
    Rousseau, Marc-Etienne
    Kassis, Nicolas
    Beck, Natacha
    Adalat, Reza
    Das, Samir
    Glatard, Tristan
    Evans, Alan C.
    FRONTIERS IN NEUROINFORMATICS, 2014, 8
  • [22] Djangology: A Light-weight Web-based Tool for Distributed Collaborative Text Annotation
    Apostolova, Emilia
    Neilan, Sean
    An, Gary
    Tomuro, Noriko
    Lytinen, Steven
    LREC 2010 - SEVENTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, 2010, : 3499 - 3505
  • [23] Annotation Web - An open-source web-based annotation tool for ultrasound images
    Smistad, Erik
    Ostvik, Andreas
    Lovstakken, Lasse
    INTERNATIONAL ULTRASONICS SYMPOSIUM (IEEE IUS 2021), 2021,
  • [24] A study of multimedia annotation of Web-based materials
    Hwang, Wu-Yuin
    Wang, Chin-Yu
    Sharples, Mike
    COMPUTERS & EDUCATION, 2007, 48 (04) : 680 - 699
  • [25] Web-Based Software Tool for Electrocardiogram Annotation
    Stoyanov, Todor
    CONTEMPORARY METHODS IN BIOINFORMATICS AND BIOMEDICINE AND THEIR APPLICATIONS, 2022, 374 : 322 - 331
  • [26] Dinosys: An annotation tool for web-based learning
    Desmontils, E
    Jacquin, C
    Simon, L
    ADVANCES IN WEB-BASED LEARNING - ICWL 2004, 2004, 3143 : 59 - 66
  • [27] CoAT: A Web-based, Collaborative Annotation Tool
    Satybaldiev, Aziret
    Hevesi, Peter
    Hirsch, Marco
    Rey, Vitor Fortes
    Lukowicz, Paul
    UBICOMP/ISWC'19 ADJUNCT: PROCEEDINGS OF THE 2019 ACM INTERNATIONAL JOINT CONFERENCE ON PERVASIVE AND UBIQUITOUS COMPUTING AND PROCEEDINGS OF THE 2019 ACM INTERNATIONAL SYMPOSIUM ON WEARABLE COMPUTERS, 2019, : 814 - 818
  • [28] Web-based Annotation Interface for Derivational Morphology
    Kyjanek, Lukas
    NAACL 2022: THE 2022 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES: PROCEEDINGS OF THE DEMONSTRATIONS SESSION, 2022, : 10 - 16
  • [29] Design and Implementation of Web-based Annotation System
    Fu, Lei
    Yang, Zong-Kai
    Tan, Guo-Xin
    Huang, Zhen
    PROCEEDINGS OF 2008 INTERNATIONAL COLLOQUIUM ON ARTIFICIAL INTELLIGENCE IN EDUCATION, 2008, : 187 - 192
  • [30] A Web-based Collaborative Annotation and Consolidation Tool
    Daudert, Tobias
    PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION (LREC 2020), 2020, : 7053 - 7059