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100+ datasets found
  1. NIH Chest X-rays

    • www.kaggle.com
    • wb.n3ncloud.co.kr
    zip
    Updated Feb 21, 2018
  2. Random Sample of NIH Chest X-ray Dataset

    • www.kaggle.com
    zip
    Updated Nov 23, 2017
  3. /

    Labeled Optical Coherence Tomography (OCT) and Chest X-Ray Images for...

    • data.mendeley.com
    • www.narcis.nl
    Updated Jan 6, 2018
  4. d

    Technology Development for Ultra-High-Resolution X-ray Optics

    • catalog.data.gov
    Updated Jul 17, 2020
  5. X-Ray Facilities

    • health.data.ny.gov
    • www.splitgraph.com
    • +1more
    tsv, xml +3
    Updated Nov 4, 2020
  6. COVID-19 Radiography Database

    • www.kaggle.com
    zip
    Updated Mar 28, 2020
  7. F

    Producer Price Index by Commodity: Machinery and Equipment: X-Ray and...

    • fred.stlouisfed.org
    json
    Updated Nov 13, 2020
  8. d

    Miniature Pencil-Beam X-ray Collimator

    • catalog.data.gov
    Updated Jul 17, 2020
  9. H

    X-RAY RADIANCE AND MAGNETIC FLUX

    • dataverse.harvard.edu
    txt
    Updated Aug 7, 2017
  10. Pulmonary Chest X-Ray Abnormalities

    • www.kaggle.com
    zip
    Updated Mar 9, 2018
  11. H

    X-ray projection images of in vivo mouse thorax

    • dataverse.harvard.edu
    • search.datacite.org
    tiff
    Updated Jan 7, 2019
  12. Radio/X-ray correlation database for X-ray binaries

    • zenodo.org
    zip
    Updated May 24, 2018
  13. Single mimivirus particles intercepted and imaged with an X-ray laser (CXIDB...

    • www.osti.gov
    • www.cxidb.org
    • +1more
    Updated Feb 2, 2011
  14. Data from: X-ray Microtomography of Intermittency in Multiphase Flow at...

    • data.gov.uk
    • egdi.geology.cz
    • +3more
    html
    Updated Sep 16, 2020
  15. d

    X-ray fluorescence, Barrow soils

    • dataone.org
    • handy-owl.nceas.ucsb.edu
    Updated Jun 24, 2013
  16. X-ray diffraction analysis of sediment cores from the ACEX expedition to the...

    • doi.pangaea.de
    • pangaea.figshare.com
    zip
    Updated Oct 2, 2008
  17. High-resolution ab initio three-dimensional X-ray diffraction microscopy...

    • www.osti.gov
    • www.cxidb.org
    Updated Nov 15, 2011
  18. Bulk XRD (X-ray Diffraction) powder diffraction data of cobalt bearing raw...

    • data.gov.uk
    • egdi.geology.cz
    • +1more
    html
    Updated Sep 30, 2020
  19. H

    X-ray Screening Task Images

    • dataverse.harvard.edu
    • search.datacite.org
    mp4, bin, tsv, jpeg
    Updated Jan 24, 2020
  20. /

    Large Dataset of Labeled Optical Coherence Tomography (OCT) and Chest X-Ray...

    • data.mendeley.com
    • www.narcis.nl
    • +1more
    Updated Jun 1, 2018
  21. H

    FIRE Spectroscopy of X-ray Arc

    • dataverse.harvard.edu
    • search.datacite.org
    application/fits
    Updated Jan 29, 2019
  22. Medical X-ray global market size in 2018 and 2025

    • www.statista.com
    Updated Feb 5, 2020
  23. p

    Smartphone-Captured Chest X-Ray Photographs

    • physionet.org
    Updated Sep 27, 2020
  24. Data from: Tomographic X-ray data of a lotus root filled with attenuating...

    • zenodo.org
    • figshare.com
    mat, m
    Updated Sep 23, 2016
  25. p

    Eye Gaze Data for Chest X-rays

    • physionet.org
    Updated Sep 12, 2020
  26. High-resolution time-resolved synchrotron X-ray micro-tomography datasets of...

    • data.gov.uk
    • egdi.geology.cz
    • +2more
    html
    Updated Sep 30, 2020
  27. o

    Utah FORGE: X-Ray Diffraction Data

    • www.osti.gov
    • gdr.openei.org
    • +1more
    Updated Feb 7, 2018
  28. o

    Three-Dimensional Reconstruction of the Giant Mimivirus Particle with an...

    • www.osti.gov
    Updated May 26, 2015
  29. H

    X-ray CT of Egyptian Votive Box EA49146

    • dataverse.harvard.edu
    • search.datacite.org
    Updated Feb 28, 2019
  30. z

    Dynamic 3D X-ray micro-CT data of a tablet dissolution in a water-based gel

    • zenodo.org
    zip
    Updated Oct 18, 2019
  31. o

    De novo protein crystal structure determination from X-ray free-electron...

    • www.osti.gov
    • www.cxidb.org
    • +2more
    Updated Nov 25, 2013
  32. Evaluation of the implementation of digital imaging in an x-ray department,...

    • snd.gu.se
    Updated May 5, 2020
  33. Iron intensities from X-ray fluorescence core scanning of Site 208-1262

    • doi.pangaea.de
    • datadiscoverystudio.org
    • +2more
    tsv, html
    Updated Apr 23, 2008
  34. ALD Sapphire Coating for Large Area Soft X-ray Mirrors

    • data.nasa.gov
    • catalog-next.data.gov
    xml +5
    Updated Jun 26, 2018
  35. Bowland Shale dataset: field and sample photographs, sample descriptions,...

    • data.gov.uk
    • egdi.geology.cz
    • +2more
    html
    Updated Sep 30, 2020
  36. X-ray fluorescence (XRF) scanning of sediment core GeoB7702-3

    • doi.pangaea.de
    • figshare.com
    tsv, html
    Updated Mar 3, 2016
  37. COVID-19 chest xray

    • www.kaggle.com
    zip
    Updated May 15, 2020
  38. F

    Import Price Index (Harmonized System): X-ray radiotherapy and radiography...

    • fred.stlouisfed.org
    json
    Updated Jan 10, 2018
  39. Single-particle structure determination by correlations of snapshot X-ray...

    • www.osti.gov
    • www.cxidb.org
    Updated Mar 25, 2013
  40. X-Ray Technologist Listing in California

    • data.ca.gov
    • data.world
    zip, xlsx, csv
    Updated Jul 1, 2020
  41. d

    X-Ray computed tomography images (raw) of natural sea ice

    • dataone.org
    • arcticdata.io
    Updated Dec 23, 2016
  42. CoronaHack -Chest X-Ray-Dataset

    • www.kaggle.com
    zip
    Updated Mar 20, 2020
  43. z

    Cone-Beam X-Ray CT Data Collection Designed for Machine Learning: Samples...

    • zenodo.org
    • search.datacite.org
    zip
    Updated May 9, 2019
  44. z

    RefleX: X-ray diffraction images dataset

    • zenodo.org
    zip, csv
    Updated Mar 25, 2019
  45. X-ray photoelectron spectroscopy market revenues worldwide 2018-2027

    • www.statista.com
    Updated Mar 6, 2020
  46. d

    Free Standing X-Ray Facility

    • catalog.data.gov
    • opendata.hawaii.gov
    • +1more
    Updated Aug 27, 2020
  47. Data from: High Resolution Energetic X-ray Imager (HREXI)

    • data.nasa.gov
    • catalog.data.gov
    application/rssxml +5
    Updated Sep 7, 2018
  48. F

    Export Price Index (Harmonized System): X-ray radiotheraphy and radiography...

    • fred.stlouisfed.org
    json
    Updated Jan 14, 2015
  49. Relative mineral abundances from bulk fraction X-ray diffraction data of...

    • doi.pangaea.de
    tsv, html
    Updated Sep 24, 2008
  50. H

    Replication data for: The disk-bearing young star IM Lupi. X-ray properties...

    • dataverse.harvard.edu
    • datamed.org
    +1
    Updated May 16, 2013
  51. z

    X-ray light-field - Small branch - 1 deg angular range

    • zenodo.org
    tbz, h5, vox
    Updated Sep 7, 2020
  52. /

    Extensive COVID-19 X-Ray and CT Chest Images Dataset

    • data.mendeley.com
    Updated Jun 12, 2020
  53. Results of bulk sediment X-ray diffraction analysis and quantification of...

    • doi.pangaea.de
    tsv, html
    Updated Mar 10, 2014
  54. X-ray micro-tomography dataset of Ketton carbonate

    • data.gov.uk
    • egdi.geology.cz
    • +2more
    html
    Updated Nov 18, 2020
  55. Femtosecond diffractive imaging with a soft-X-ray free-electron laser (CXIDB...

    • www.osti.gov
    • www.cxidb.org
    Updated Feb 23, 2011
  56. D

    X-Ray Facility List

    • data.wa.gov
    • catalog-next.data.gov
    • +1more
    tsv, xml +4
    Updated Feb 14, 2017
  57. Chest X-Ray Images (Pneumonia)

    • www.kaggle.com
    zip
    Updated Mar 24, 2018
  58. e

    Second (C-terminal) BRCT domain in X-ray repair cross-complementing protein...

    • www.ebi.ac.uk
    Updated Apr 7, 2019
  59. a

    X-Ray for ArcCatalog

    • hub.arcgis.com
    • opendata.esriuk.com
    Updated Jun 28, 2013
  60. Mechanical data and X-ray CT slices of quartz-monzonite samples deformed by...

    • data.gov.uk
    • egdi.geology.cz
    • +1more
    html
    Updated Nov 18, 2020
  61. H

    Replication data for: Simulating the X-ray emission from accretion shocks on...

    • dataverse.harvard.edu
    • search.datacite.org
    application/x-gzip +1
    Updated Feb 12, 2013
  62. F

    Producer Price Index by Commodity: Machinery and Equipment: X-Ray and...

    • fred.stlouisfed.org
    json
    Updated May 14, 2015
  63. 4

    X-ray microtomography of early Iron Age glass beads

    • data.4tu.nl
    • search.datacite.org
    mp4, pdf, bin
    Updated Jul 28, 2020
  64. p

    MIMIC-CXR-JPG - chest radiographs with structured labels

    • physionet.org
    Updated Nov 14, 2019
  65. t

    BIOGRID CURATED DATA FOR PUBLICATION: Crystallization and preliminary X-ray...

    • thebiogrid.org
    zip
  66. 4

    X-ray micro CT projections of dry peat sample (neutron)

    • data.4tu.nl
    • www.narcis.nl
    zip
    Updated Jul 24, 2020
  67. 4

    X-ray micro-CT scan Data of First Middle Palaeolitic tar backed tool from...

    • data.4tu.nl
    • search.datacite.org
    zip
    Updated Jul 28, 2020
  68. H

    Data from: High resolution 3D laboratory x-ray tomography data of femora...

    • dataverse.harvard.edu
    • datamed.org
    zip
    Updated Apr 7, 2015
  69. f

    FAIRsharing record for: Coherent X-ray Imaging Data Bank

    • fairsharing.org
    • catoblepas.oerc.ox.ac.uk
    • +1more
    Updated Nov 20, 2018
  70. X-ray light-field - Gel bubbles - 1 deg angular range

    • zenodo.org
    tbz, h5, vox
    Updated Sep 7, 2020
  71. Pediatric Pneumonia Chest X-ray

    • www.kaggle.com
    zip
    Updated Mar 18, 2020
  72. E

    Mineralogic composition of cryogenic evaporites determined by...

    • portal.edirepository.org
    Updated Feb 27, 2013
  73. National Health and Nutrition Examination Survey I, 1971-1975: Chest X-ray,...

    • www.icpsr.umich.edu
    ascii
    Updated Feb 16, 1992
  74. Data from: X-ray micro-CT scanning reveals temporal separation of male harm...

    • datadryad.org
    • researchdata.edu.au
    • +2more
    zip
    Updated May 18, 2017
  75. S

    X-Ray Diffraction data from Cyclophilin A, source of 4YUO structure

    • data.sbgrid.org
    Updated May 8, 2015
  76. z

    Armoricaphyton chateaupannense - Propagation Phase Contrast X-Ray...

    • zenodo.org
    • search.datacite.org
    zip, avi, xml
    Updated Jun 1, 2018
  77. Share of men who recently did a chest X-ray in Poland 2020

    • www.statista.com
    Updated Jun 11, 2020
  78. X-ray apparatus for industrial use: UK manufacturer sales 2008-2019

    • www.statista.com
    Updated Aug 4, 2020
  79. (Table 2) X-ray micro-CT scanning of planktic foraminiferal from sediment...

    • doi.pangaea.de
    tsv, html
    Updated Oct 29, 2019
  80. t

    United States - Import Price Index (Harmonized System): X-ray radiotherapy...

    • tradingeconomics.com
    Updated Nov 6, 2020
  81. National Health and Nutrition Examination Survey II, 1976-1980: Chest X-ray...

    • www.icpsr.umich.edu
    • search.datacite.org
    ascii
    Updated Feb 17, 1992
  82. S

    X-Ray Diffraction data from neurexin 1alpha extracellular domain, source of...

    • data.sbgrid.org
    Updated May 11, 2015
  83. Stress Free Multilayer Coating for High Resolution X-ray Mirrors

    • data.nasa.gov
    • data.wu.ac.at
    xml, tsv +4
    Updated Jun 26, 2018
  84. T

    X-ray CT Scans of a Lepisosteus osseus (Gar fish) (LAB-045)

    • dataverse.tdl.org
    mp4, zip, pdf, jpeg
    Updated Apr 11, 2018
  85. /

    Panoramic Dental X-rays With Segmented Mandibles

    • data.mendeley.com
    • www.narcis.nl
    • +1more
    Updated Nov 12, 2017
  86. /

    Data of L and M-shell X-ray production cross section for Os, Ir, Pt by 6-30...

    • data.mendeley.com
    • mendeley.figshare.com
    • +2more
    Updated Apr 3, 2017
  87. Data from: High-Resolution and Lightweight X-ray Optics for the X-Ray...

    • data.nasa.gov
    • catalog-next.data.gov
    tsv, xml +4
    Updated Sep 5, 2018
  88. r

    Data from: X-ray crystal structure of the streptococcal specific phage lysin...

    • researchdata.edu.au
    Updated Nov 18, 2020
  89. E

    Metaschoepite dissolution in sediment column systems – groundwater/soil...

    • catalogue.ceh.ac.uk
    • search.datacite.org
    Updated Oct 17, 2019
  90. d

    Data from: X-ray microtomography for ant taxonomy: an exploration and case...

    • datadryad.org
    zip
    Updated Mar 24, 2017
  91. X-Ray Diffraction and Fluorescence Instrument for Mineralogical Analysis at...

    • data.nasa.gov
    • catalog.data.gov
    xml, tsv +4
    Updated Jun 26, 2018
  92. a

    X-Ray for ArcMap (ArcGIS 10.1)

    • hub.arcgis.com
    Updated Jul 6, 2012
  93. Microfocus X-ray tomography data set of boiling flow in vertical rod bundle...

    • rodare.hzdr.de
    Updated Jul 8, 2020
  94. ULY JUP GRB SOLAR X-RAY/COSMIC GAMMA-RAY RAW COUNT RATE

    • data.nasa.gov
    xml +5
    Updated Jun 26, 2018
  95. e

    Chest Clinics and X ray Centres in Hong Kong

    • opendata.esrichina.hk
    • hub.arcgis.com
    Updated Jul 8, 2019
  96. c

    Data from: Single mimivirus particles intercepted and imaged with an X-ray...

    • www.cxidb.org
    • www.osti.gov
    • +1more
    Updated Mar 16, 2011
  97. S

    X-Ray Diffraction data from Isobutyryl-coenzyme A mutase fused with bound...

    • data.sbgrid.org
    • search.datacite.org
    Updated May 13, 2015
  98. c

    Coherent Soft X-ray Diffraction Imaging of Coliphage PR772 at the Linac...

    • www.cxidb.org
    • www.osti.gov
    • +1more
    Updated Jan 5, 2017
  99. Data from: A carbonate rock X-ray CT data set for DCM tutorial training

    • researchdata.edu.au
    • data.csiro.au
    • +2more
    Updated Jul 26, 2016
  100. e

    THE 1.9 ANGSTROMS X-RAY STRUCTURE OF A CLOSED UNLIGANDED FORM OF THE...

    • www.ebi.ac.uk
    Updated Oct 12, 2020
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National Institutes of Health Chest X-Ray Dataset (2017) Random Sample of NIH Chest X-ray Dataset, 5,606 images and labels sampled from the NIH Chest X-ray Dataset. [Dataset] https://www.kaggle.com/nih-chest-xrays/sample
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Random Sample of NIH Chest X-ray Dataset

5,606 images and labels sampled from the NIH Chest X-ray Dataset

10 scholarly articles cite this dataset (View in Google Scholar)
zip (2252611005 bytes)Available download formats
Dataset updated Nov 23, 2017
Dataset authored and provided by
National Institutes of Health Chest X-Ray Dataset
License

CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
License information was derived automatically

Description

NIH Chest X-ray Dataset Sample

National Institutes of Health Chest X-Ray Dataset

Chest X-ray exams are one of the most frequent and cost-effective medical imaging examinations available. However, clinical diagnosis of a chest X-ray can be challenging and sometimes more difficult than diagnosis via chest CT imaging. The lack of large publicly available datasets with annotations means it is still very difficult, if not impossible, to achieve clinically relevant computer-aided detection and diagnosis (CAD) in real world medical sites with chest X-rays. One major hurdle in creating large X-ray image datasets is the lack resources for labeling so many images. Prior to the release of this dataset, Openi was the largest publicly available source of chest X-ray images with 4,143 images available.

This NIH Chest X-ray Dataset is comprised of 112,120 X-ray images with disease labels from 30,805 unique patients. To create these labels, the authors used Natural Language Processing to text-mine disease classifications from the associated radiological reports. The labels are expected to be >90% accurate and suitable for weakly-supervised learning. The original radiology reports are not publicly available but you can find more details on the labeling process in this Open Access paper: "ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases." (Wang et al.)

Link to paper


File contents - This is a random sample (5%) of the full dataset:

  • sample.zip: Contains 5,606 images with size 1024 x 1024

  • sample_labels.csv: Class labels and patient data for the entire dataset

    • Image Index: File name
    • Finding Labels: Disease type (Class label)
    • Follow-up #
    • Patient ID
    • Patient Age
    • Patient Gender
    • View Position: X-ray orientation
    • OriginalImageWidth
    • OriginalImageHeight
    • OriginalImagePixelSpacing_x
    • OriginalImagePixelSpacing_y


Class descriptions

There are 15 classes (14 diseases, and one for "No findings") in the full dataset, but since this is drastically reduced version of the full dataset, some of the classes are sparse with the labeled as "No findings"

  • Hernia - 13 images
  • Pneumonia - 62 images
  • Fibrosis - 84 images
  • Edema - 118 images
  • Emphysema - 127 images
  • Cardiomegaly - 141 images
  • Pleural_Thickening - 176 images
  • Consolidation - 226 images
  • Pneumothorax - 271 images
  • Mass - 284 images
  • Nodule - 313 images
  • Atelectasis - 508 images
  • Effusion - 644 images
  • Infiltration - 967 images
  • No Finding - 3044 images


Full Dataset Content

The full dataset can be found here. There are 12 zip files in total and range from ~2 gb to 4 gb in size.


Data limitations:

  1. The image labels are NLP extracted so there could be some erroneous labels but the NLP labeling accuracy is estimated to be >90%.
  2. Very limited numbers of disease region bounding boxes (See BBox_list_2017.csv)
  3. Chest x-ray radiology reports are not anticipated to be publicly shared. Parties who use this public dataset are encouraged to share their “updated” image labels and/or new bounding boxes in their own studied later, maybe through manual annotation


Modifications to original data

  • Original TAR archives were converted to ZIP archives to be compatible with the Kaggle platform

  • CSV headers slightly modified to be more explicit in comma separation and also to allow fields to be self-explanatory


Citations


Acknowledgements

This work was supported by the Intramural Research Program of the NClinical Center (clinicalcenter.nih.gov) and National Library of Medicine (www.nlm.nih.gov).

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