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GTCreator: a flexible annotation tool for image-based datasets.

Jorge Bernal1, Aymeric Histace2, Marc Masana3

  • 1Computer Vision Center and Universitat Autonòma de Barcelona, Barcelona, Spain. jorge.bernal@cvc.uab.cat.

International Journal of Computer Assisted Radiology and Surgery
|September 27, 2018
PubMed
Summary
This summary is machine-generated.

GTCreator streamlines medical image annotation for health decision support systems. This flexible tool enhances dataset browsing and annotation transfer, speeding up the evaluation of polyp detection methods in colonoscopy videos.

Keywords:
Annotation toolBenchmarkColonoscopyEvaluationValidation framework

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Area of Science:

  • Medical Imaging
  • Health Informatics
  • Computer-Aided Diagnosis

Background:

  • Evaluating health decision support systems, particularly polyp detection in colonoscopy, requires extensive image annotation.
  • Current annotation tools lack flexibility and ease of use, hindering efficient methodology evaluation.

Purpose of the Study:

  • To introduce GTCreator, a novel annotation tool designed to improve the flexibility and efficiency of image and text annotation for image-based datasets.
  • To address the time-consuming nature of methodology evaluation for health decision support systems.

Main Methods:

  • GTCreator offers core annotation functionalities with extended capabilities, including simultaneous multi-annotator support.
  • Features enhanced dataset browsing and efficient annotation transfer to accelerate the annotation process for large datasets.

Main Results:

  • GTCreator provides fast and precise annotation of image datasets.
  • It is the only tool offering comprehensive annotation editing and browsing functionalities.

Conclusions:

  • GTCreator proves efficient for annotating large image datasets, significantly aiding in the evaluation of medical imaging analysis methods.
  • The tool shows potential for broader applications in method evaluation, including experimental setup and results analysis.