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Chest X-Ray

Dataset of X-ray images with text conclusions of radiologists and markup

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  • Medicine The use of machine learning in the medicine
  • Computer Vision Ability of a machine to interpret, analyze, and understand visual data
  • Segmentation Dividing an image into semantically independent segments to determine object boundaries
  • Classification Process of recognition and grouping of objects into preset categories
    443
    files
    150
    medical studies

Case Description

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The dataset contains of 150 chest organ radiographs. The data format is dicom

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There are 13 classes: ‘Nodule/mass’, ‘Dissemination’, ‘Annular shadows’, ‘Petrifications’, ‘Pleural effusion’, ‘Pneumothorax’, ‘Rib fractures’, ‘Healed rib fracture’, ‘Atelectasis’, ‘Enlarged mediastinum’, ‘Hilar enlargement’, ‘Infiltration/Consolidation’, ‘Fibrosis’

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The dataset is annotated by the professional medics for segmentation tasks. The annotation is stored in json format

Original image
Example of the labeling
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Application areas of the dataset

  • 01.

    Medical diagnostics:

    Computer vision and classification for automatic detection and classification of various lung pathologies and other disorders of the thoracic cavity, including tumors, infections, destruction, pleural effusion, pneumothorax, and rib injuries
  • 02.

    Automating the interpretation of chest X-rays:

    Computer vision for automatic analysis and interpretation of chest X-ray images
  • 03.

    Training Medical Personnel:

    Segmentation for the education and training of medical university students, interns, and residents
  • 04.

    Disease monitoring and control:

    Computer Vision for monitoring and controlling lung pathologies and other chest conditions

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