Feedback
100+ results found
  1. Chest X-Ray Images (Pneumonia)

    • www.kaggle.com
    Updated Mar 24, 2018
  2. NIH Chest X-rays

    • www.kaggle.com
    Updated Feb 21, 2018
  3. Single mimivirus particles intercepted and imaged with an X-ray laser (CXIDB...

    • www.osti.gov
    Published Feb 2, 2011
  4. m

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

    • data.mendeley.com
    Updated Jun 1, 2018
  5. X-Ray Imaging Technology Development Lab

    • catalog.data.gov
    • data.wu.ac.at
    Updated Mar 8, 2017
  6. H

    X-ray projection images of in vivo mouse thorax

    • dataverse.harvard.edu
    • search.datacite.org
    Updated Jan 7, 2019
  7. Random Sample of NIH Chest X-ray Dataset

    • www.kaggle.com
    Updated Nov 23, 2017
  8. H

    Correlated x-ray scattering dataset, silver nanoparticles

    • dataverse.harvard.edu
    Updated Feb 5, 2014
  9. Source files for online unpolarized neutron and x-ray reflectivity...

    • catalog.data.gov
    Updated May 29, 2019
  10. F

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

    • fred.stlouisfed.org
    Updated May 14, 2015
  11. d

    Data from: X-Ray computed tomography of two mammoth calf mummies

    • datadryad.org
    Published Mar 31, 2014
  12. P

    Raw and normalized X-ray fluorescence (XRF) scannings of IODP Expedition...

    • doi.pangaea.de
    Published May 2, 2012
  13. a

    Shenzhen Hospital X-ray Set

    • academictorrents.com
  14. Data from: Carbonate rock X-ray CT and DCM microstructure data

    • data.csiro.au
    • staging.knowledgenet.co
    • +1more
    Published 2014
  15. H

    FIRE Spectroscopy of X-ray Arc

    • dataverse.harvard.edu
    Updated Jan 29, 2019
  16. P

    Bulk mineral assemblage via Quantitative Phase Analysis with X-ray...

    • doi.pangaea.de
    Published Jun 6, 2017
  17. P

    X-ray fluorescence (XRF) core scanning data of sediment core GeoB12624-1

    • doi.pangaea.de
    Published Aug 15, 2018
  18. P

    Iron X-ray fluorescence (XRF) scannings of ODP Holes 165-1001A and 171-1050C

    • doi.pangaea.de
    Published Jan 27, 2001
  19. Biomedical applications of phase contrast x-ray imaging

    • researchdata.ands.org.au
    Published Jun 11, 2019
  20. P

    X-ray diffraction analysis of sediment cores from the ACEX expedition to the...

    • doi.pangaea.de
    Published Oct 2, 2008
  21. H

    X-ray CT of Egyptian Votive Box EA49146

    • dataverse.harvard.edu
    Updated Feb 28, 2019
  22. H

    Data from: Mid-infrared and total X-ray fluorescence spectroscopy...

    • dataverse.harvard.edu
    • datamed.org
    Updated Feb 22, 2016
  23. n

    Micro-Slit Collimators for X-ray/Gamma-ray Imaging, Phase I

    • data.nasa.gov
    • catalog.data.gov
    • +1more
    Updated Jun 26, 2018
  24. d

    Data from: X-ray micro-CT scanning reveals temporal separation of male harm...

    • datadryad.org
    • researchdata.ands.org.au
    Published May 18, 2017
  25. n

    Data from: Laboratory Measurements of the X-ray properties of the Fe K-alpha...

    • data.nasa.gov
    Updated Sep 7, 2018
  26. n

    Silicon Wafer X-ray Mirror Project

    • data.nasa.gov
    • data.wu.ac.at
    Updated Jun 26, 2018
  27. n

    Low Power X-Ray Photon Resolving Imaging Array, Phase I

    • data.nasa.gov
    • catalog.data.gov
    Updated Jun 26, 2018
  28. n

    X-ray Detection and Processing Models for Spacecraft Navigation and Timing,...

    • data.nasa.gov
    • catalog.data.gov
    Updated Jun 26, 2018
  29. n

    Data from: X-ray Line Formation by Charge Exchange

    • data.nasa.gov
    • catalog.data.gov
    Updated Sep 7, 2018
  30. X-Ray Technologist Listing in California

    • data.chhs.ca.gov
    Updated Apr 2, 2019
  31. d

    Data from: X-ray computed tomography and its potential in ecological...

    • datadryad.org
    Published Jul 17, 2018
  32. F

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

    • fred.stlouisfed.org
    Updated Jan 10, 2018
  33. a

    X-ray Diffraction Images of Pseudomonas aeruginosa DsbA

    • researchdata.ands.org.au
    Published Dec 14, 2013
  34. H

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

    • dataverse.harvard.edu
    • datamed.org
    Updated Apr 6, 2015
  35. m

    Panoramic Dental X-rays With Segmented Mandibles

    • data.mendeley.com
    Updated Nov 12, 2017
  36. ParaTAXIS X-ray Scattering Input & Output

    • zenodo.org
    • search.datacite.org
    Published Sep 5, 2017
  37. H

    Data from: X-RAY RADIANCE AND MAGNETIC FLUX

    • dataverse.harvard.edu
    Updated Aug 7, 2017
  38. P

    X-ray fluorescence scannings, diatoms, and dinocyst of ODP Site 189-1172

    • doi.pangaea.de
    Published Jul 10, 2004
  39. X-ray facilities for purposes of medical diagnosis

    • datos.gob.es
    Created Jan 31, 2014
  40. F

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

    • fred.stlouisfed.org
    Updated Jun 11, 2019
  41. d

    Data from: Computational 3D histological phenotyping of whole zebrafish by...

    • datadryad.org
    Published Jun 12, 2019
  42. P

    X-ray fluorescence scanning of discrete samples on the Schwalbenberg II...

    • doi.pangaea.de
    Published Dec 3, 2015
  43. P

    High-resolution analysis of X-ray fluorescence (XRF) elemental counts from...

    • doi.pangaea.de
    Published Jan 8, 2019
  44. Tomographic X-ray data of time-dependent 3D cross phantom

    • zenodo.org
    Published Sep 1, 2018
  45. Catalog of X-ray & WISE AGN in the SDSS-IV eBOSS Stripe 82X Survey

    • zenodo.org
    Published Feb 25, 2019
  46. Companies Information and technical assistance of X-ray equipment for...

    • datos.gob.es
    Created Feb 5, 2014
  47. P

    Radiocarbon ages, clay mineral assemblage data, X-ray fluorescence (XRF)...

    • doi.pangaea.de
    Published Nov 14, 2016
  48. z

    Unified Clumpy AGN Torus Model and X-ray spectrum

    • zenodo.org
    Published Feb 8, 2018
  49. A CIPS sandstone X-ray CT data set for DCM tutorial training

    • data.csiro.au
    • researchdata.ands.org.au
    Published 2015
  50. f

    Data_Sheet_1_Extended X-Ray Absorption Fine Structure of ZrW2O8: Theory vs....

    • figshare.com
    Updated Aug 23, 2018
  51. d

    24-hour probabilistic solar X-ray flare forecasts, issued hourly and 6...

    • data.gov.au
    Updated Dec 19, 2017
  52. n

    Novel Magnetically-Tuned TES For Imaging X-ray Spectroscopy Project

    • data.nasa.gov
    Updated Jun 26, 2018
  53. P

    X-ray fluorescence data (calcium and iron), bulk organic d13C, and...

    • doi.pangaea.de
    Published Jul 10, 2004
  54. Data from: The X-ray Crystal Structure of Full-length Human Plasminogen

    • researchdata.ands.org.au
    Published May 3, 2012
  55. z

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

    • zenodo.org
    Published May 9, 2019
  56. Dataset for X-ray micro-computed tomography for non-destructive 3D X-ray...

    • eprints.soton.ac.uk
  57. High-resolution x-ray diffraction microscopy of specifically labeled yeast...

    • www.osti.gov
    Published Jul 22, 2011
  58. P

    X-ray fluorescence scannings and AMS radicarbon dates of sediment core...

    • doi.pangaea.de
    Published Mar 21, 2017
  59. P

    X-ray fluorescent (XRF) ratios and diatom groups of sediment core...

    • doi.pangaea.de
    Published May 10, 2016
  60. d

    Data from: Synchrotron X-ray tomographic microscopy of fossil embryos

    • datadryad.org
    Published Oct 30, 2012
  61. d

    Data from: X-rays and virtual taphonomy resolve the first Cissus (Vitaceae)...

    • datadryad.org
    Published Sep 22, 2016
  62. An anthracite coal X-ray CT and DCM microstructure data

    • data.csiro.au
    • researchdata.ands.org.au
    Published 2016
  63. P

    Results of bulk sediment X-ray diffraction analysis and quantification of...

    • doi.pangaea.de
    Published Mar 10, 2014
  64. H

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

    • dataverse.harvard.edu
    Updated Feb 12, 2013
  65. b

    X-ray diffractogram data collected from 2013 to 2017 (INSPIRE Pyrite...

    • www.bco-dmo.org
    Published Mar 13, 2017
  66. Radio/X-ray correlation database for X-ray binaries

    • zenodo.org
    Published May 24, 2018
  67. b

    Near Edge X-ray Fluorescence Spectroscopy Data for standard organic...

    • www.bco-dmo.org
    Published Mar 13, 2019
  68. 4

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

    • data.4tu.nl
    • www.narcis.nl
    • +1more
    Published 2019-02-18-01-01
  69. T

    X-ray CT Scans of Tulipa sp. (Tulip)

    • dataverse.tdl.org
    Updated Apr 11, 2018
  70. r

    X-Ray for ArcCatalog

    • data.roanokecountyva.gov
    • opendata.gis.ms.gov
    Published 1495625661000
  71. n

    Data from: X-ray survey of the Galactic Bulge (CXOGBS)

    • www.narcis.nl
    Published 2013
  72. National Health and Nutrition Examination Survey II, 1976-1980: Chest X-ray...

    • www.icpsr.umich.edu
    • www.researchconnections.org
  73. o

    Identification of AtATM-dependent X-ray inducible transcript

    • omictools.com
    • www.omicsdi.org
    Updated Jun 12, 2017
  74. Shear Induced Permeability Test: Stripa Granite X-Ray CT...

    • data.world
    Updated May 26, 2018
  75. T

    X-ray CT Scans of Amia calva (Bowfin) (UMMZ 235291)

    • dataverse.tdl.org
    Updated Apr 11, 2018
  76. H

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

    • dataverse.harvard.edu
    • datamed.org
    Updated May 15, 2013
  77. GOES-12 Solar X-ray Imager Archive

    • data.nodc.noaa.gov
    • catalog.data.gov
    • +1more
    Published Sep 7, 2001
  78. d

    Data from: New Crystal Forms and Amorphous Phase of Sophoricoside: X-Ray...

    • datadryad.org
    Published Jan 22, 2019
  79. Rat kidney 3D X-ray computed tomography slices (TIF format)

    • researchdata.ands.org.au
    Updated Sep 13, 2012
  80. Lung Masks for Shenzhen Hospital Chest X-ray Set

    • www.kaggle.com
    Updated Mar 3, 2018
  81. National Health and Nutrition Examination Survey I, 1971-1975: Chest X-ray,...

    • www.icpsr.umich.edu
    • www.researchconnections.org
  82. T

    X-ray CT Scan of the CM2 Murchison chondrite meteorite (USNM 5487 tiny...

    • dataverse.tdl.org
    Updated May 17, 2018
  83. E

    Mineralogic composition of cryogenic evaporites determined by...

    • portal.edirepository.org
    Published Feb 27, 2013
  84. X-Ray Assembler Data

    • data.world
    • catalog.data.gov
    Updated May 26, 2018
  85. a

    Montgomery County X-ray Set

    • academictorrents.com
  86. Stress Free Multilayer Coating for High Resolution X-ray Mirrors

    • data.wu.ac.at
    Updated Nov 27, 2017
  87. T

    X-ray CT Scans of Caprinuloidea perfecta. (Rudist) (NPL 4387)

    • dataverse.tdl.org
    Updated Apr 9, 2018
  88. n

    Low-Stress Iridium Coatings for Thin-Shell X-Ray Telescopes, Phase I

    • data.nasa.gov
    Updated Jun 26, 2018
  89. d

    Data from: A carbonate rock X-ray CT data set for DCM tutorial training

    • data.gov.au
    Created Jul 25, 2016
  90. n

    The Micro-X X-ray Imaging Spectrometer

    • data.nasa.gov
    Updated Jun 26, 2018
  91. X-ray CT based FEM model data of non-crimp fabric based fibre composite

    • zenodo.org
    Published May 11, 2018
  92. d

    Pioneering New Filters for X-ray Astrophysics

    • catalog.data.gov
    • data.wu.ac.at
    Updated May 2, 2019
  93. n

    Integrated Control Electronics for Adjustable X-Ray Optics

    • data.nasa.gov
    • catalog.data.gov
    Updated Jun 26, 2018
  94. a

    X-ray fluorescence, Barrow soils

    • arcticdata.io
    Published Jun 24, 2013
  95. Technology Development for Ultra-High-Resolution X-ray Op...

    • data.world
    Updated May 17, 2019
  96. n

    ISS Leak Detection and Astrophysics with Lobster-Eye X-Ray Detector

    • data.nasa.gov
    Updated Jun 26, 2018
  97. d

    Data from: Microbeam two-dimensional small-angle X-ray scattering...

    • datadryad.org
    Published Jan 10, 2019
  98. T

    X-ray CT scan of the CM2 Murchison chondrite meteorite (USNM 5487 3 chips)

    • dataverse.tdl.org
    Updated May 17, 2018
  99. T

    X-ray CT scan of the CM2 Murchison chondrite meteorite (USNM 5487 MurchSm)

    • dataverse.tdl.org
    Updated May 17, 2018
  100. T

    X-ray CT scan carbH_B_B of carbonado diamond (23.45 carat, Central African...

    • dataverse.tdl.org
    Updated May 16, 2018
Share
Facebook
Twitter
Email
Click to copy link
Link copied

Random Sample of NIH Chest X-ray Dataset

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

  • Dataset updated Nov 23, 2017
Dataset provided by
National Institutes of Health Chest X-Ray Dataset
License
CC0: Public Domainhttps://creativecommons.org/publicdomain/zero/1.0/
Available download formats from providers
zip (2252687404 bytes), zip (2253039803 bytes), csv (432125 bytes)
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).

Search
Clear search
Close search
Google apps
Main menu