{"id":5621,"date":"2023-09-04T03:13:16","date_gmt":"2023-09-04T03:13:16","guid":{"rendered":"https:\/\/cm.vastapps.dev\/tcia-collection\/ldct-and-projection-data\/"},"modified":"2023-09-13T12:00:13","modified_gmt":"2023-09-13T12:00:13","slug":"ldct-and-projection-data","status":"publish","type":"tcia_collection","link":"https:\/\/cm.vastapps.dev\/tcia-collection\/ldct-and-projection-data\/","title":{"rendered":"LDCT-AND-PROJECTION-DATA"},"featured_media":7937,"template":"","citation-tax":[],"cancer_types":["Various"],"citations":[4518,4519,2925],"collection_doi":"10.7937\/9NPB-2637","collection_download_info":"Some data in this collection contains images that could potentially be used to reconstruct a human face.  To safeguard the privacy of participants, users must sign and submit a <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/4556915\/TCIA%20Restricted%20License%2020220519.pdf?version=1&amp;modificationDate=1652964581655&amp;api=v2\">TCIA Restricted License Agreement<\/a> to <a href=\"mailto:help@cancerimagingarchive.net\">help@cancerimagingarchive.net<\/a> before accessing the data.\n\nClick the Versions tab for more info about data releases.","collection_downloads":[5105,5106,5107,5108,5109,5110],"full_export":"<h2 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-Summary\">Summary<\/h2><div class=\"wiki-content\"><span class=\"confluence-embedded-file-wrapper image-right-wrapper confluence-embedded-manual-size\"><img class=\"confluence-embedded-image image-right\" draggable=\"false\" width=\"350\" src=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/embedded-page\/Public\/Low%20Dose%20CT%20Image%20and%20Projection%20Data%20(LDCT-and-Projection-data)\/LDCT-PD%20logo.png?api=v2\"><\/span><p>Investigators at the Mayo Clinic, with funding from the National Institute of Biomedical Imaging and Bioengineering (EB 017095 and EB 017185), have built a library of CT patient projection data in an open and vendor-neutral format. This format, referred to as DICOM-CT-PD (1), is an extended DICOM format that contains CT projection data and acquisition geometry. The de-identified patient projection data in the library were decoded with help of the manufacturer and have been converted into an open standardized format.<\/p><p>Reconstructed images, patient age and gender, and pathology annotation are also provided for these de-identified data sets. The library consists of scans from various exam types, including non-contrast head CT scans acquired for acute cognitive or motor deficit, low-dose non-contrast chest scans acquired to screen high-risk patients for pulmonary nodules, and contrast-enhanced CT scans of the abdomen acquired to look for metastatic liver lesions.<\/p><p><span style=\"color: rgb(33,37,41);\"><strong><span style=\"color: black;\">2016 Low Dose CT Grand Challenge<\/span><\/strong><span style=\"color: black;\">\u00a0<\/span><\/span><\/p><p><span style=\"color: rgb(33,37,41);\"><span style=\"color: black;\">The 2016 Low Dose CT Grand Challenge<\/span><span style=\"color: black;\">, sponsored by the AAPM, NIBIB, and Mayo Clinic, used<\/span><span style=\"color: black;\">\u00a030 contrast-enhanced abdominal CT patient scans, 10 for training and 20 for testing. Thirteen of the 20 testing datasets from the Grand Challenge were subsequently included in this larger collection of CT image and projection data (TCIA LDCT-and-Projection-data).\u00a0<\/span><span style=\"color: black;\">Because of the frequency of requests received by Mayo and the AAPM for the complete 2016 Grand Challenge dataset, on September 21, 2021 all 30 cases were updated to use the same projection data format as used for the TCIA data library and made publicly available in a <\/span><span style=\"color: rgb(51,51,51);\"><a href=\"https:\/\/aapm.app.box.com\/s\/eaw4jddb53keg1bptavvvd1sf4x3pe9h\" class=\"external-link\" rel=\"nofollow\">single location<\/a>.\u00a0<\/span><span style=\"color: black;\">Please refer to the READ ME file at that location for a mapping between the case ID numbers used in the 2016 Grand Challenge and the case ID numbers used in the TCIA library for the 13 cases that exist in both libraries.<\/span><\/span><\/p><p><span style=\"color: rgb(33,37,41);\"><span style=\"color: black;\">Additional information about the 2016 Low Dose CT Grand Challenge can be found on the\u00a0<span style=\"color: rgb(4,50,255);\"><a href=\"https:\/\/www.aapm.org\/grandchallenge\/lowdosect\/\" class=\"external-link\" rel=\"nofollow\">AAPM website<\/a><\/span><span style=\"color: rgb(51,51,51);\">\u00a0<\/span>and in the\u00a0<span style=\"color: rgb(4,50,255);\"><a href=\"https:\/\/doi.org\/10.1002\/mp.12345\" class=\"external-link\" rel=\"nofollow\"><em>Medical Physics<\/em>\u00a0paper<\/a><\/span><span style=\"color: rgb(51,51,51);\"><span>\u00a0<\/span><\/span>by McCollough et al.<\/span><\/span><\/p><p><strong>Acknowledgements<\/strong><\/p><p>This work would not have been possible without the support and efforts of many individuals and organizations.<\/p><ul><li>A complete list of acknowledgements can be found <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/Acknowledgements%20-%20Full%20April%202020.docx?version=1&amp;modificationDate=1587564948803&amp;api=v2\" data-linked-resource-id=\"70224315\" data-linked-resource-version=\"1\" data-linked-resource-type=\"attachment\" data-linked-resource-default-alias=\"Acknowledgements - Full April 2020.docx\" data-nice-type=\"Word Document\" data-linked-resource-content-type=\"application\/vnd.openxmlformats-officedocument.wordprocessingml.document\" data-linked-resource-container-id=\"52758026\" data-linked-resource-container-version=\"124\">here<\/a>.<\/li><\/ul><\/div><div class=\"wiki-content\"><div class=\"tab-style-builtin\"><div class=\"localtabs-macro\"><div class=\"aui-tabs horizontal-tabs\" role=\"application\" data-aui-responsive=\"true\"><ul class=\"tabs-menu\"><li class=\"menu-item bv-localtab  active-tab \"><a href=\"#527580262a84e4aa87794b6583c78dccf041269f\"><strong>Data Access<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#52758026f252aa687e9245b1925e7eebcd4c1b3a\"><strong>Detailed Description<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#527580263ff81173e282453f8dbfc38d0f314e15\"><strong>Citations &amp; Data Usage Policy<\/strong><\/a> <\/li><li class=\"menu-item bv-localtab \"><a href=\"#52758026e05b19762c22455a973622b0b8337c4d\"><strong>Versions<\/strong><\/a> <\/li><\/ul><div class=\"tabs-pane  active-pane \" id=\"527580262a84e4aa87794b6583c78dccf041269f\" active=\"true\" name=\"Data Access\" ><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-DataAccess\">Data Access<\/h3><p>\nSome data in this collection contains images that could potentially be used to reconstruct a human face.  To safeguard the privacy of participants, users must sign and submit a <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/4556915\/TCIA%20Restricted%20License%2020220519.pdf?version=1&amp;modificationDate=1652964581655&amp;api=v2\" class=\"external-link\" rel=\"nofollow\">TCIA Restricted License Agreement<\/a> to <a href=\"mailto:help@cancerimagingarchive.net\" class=\"external-link\" rel=\"nofollow\">help@cancerimagingarchive.net<\/a> before accessing the data.<\/p><div class=\"table-wrap\"><table class=\"wrapped relative-table confluenceTable\" style=\"width: 55.2608%;\"><colgroup><col style=\"width: 17.4181%;\"\/><col style=\"width: 47.6752%;\"\/><col style=\"width: 34.8362%;\"\/><\/colgroup><tbody><tr><th class=\"confluenceTh\">Data Type<\/th><th class=\"confluenceTh\">Download all or Query\/Filter<\/th><th class=\"confluenceTh\">License<\/th><\/tr><tr><td class=\"confluenceTd\">Images (DICOM, 1.2 TB)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data%20March%202022.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=LDCT-and-Projection-data\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><br\/><\/p><p>(Requires\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/display\/NBIA\/Downloading+TCIA+Images\" rel=\"nofollow\">NBIA Data Retriever<\/a><span>.<\/span>)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p class=\"auto-cursor-target\">\n<a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/4556915\/TCIA%20Restricted%20License%2020220519.pdf?version=1&amp;modificationDate=1652964581655&amp;api=v2\" class=\"external-link\" rel=\"nofollow\">TCIA Restricted<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Images (DICOM, 2.0 GB)<\/p><p>Phantom Object Only<\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data-Phantom%20April%206%202020.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/4556915\/TCIA%20Restricted%20License%2020220519.pdf?version=1&amp;modificationDate=1652964581655&amp;api=v2\" class=\"external-link\" rel=\"nofollow\">TCIA Restricted<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">DICOM-CT-PD User Manual Version 3 (.pdf)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/><\/p><\/div><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD%20User%20Manual_Version%203.pdf?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>Matlab DICOM-CTPD data dictionary (.txt)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD-dict_v10%20Matlab%20DICOM-CTPD%20data%20dict.txt?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">Matlab DICOM-CTPD reader script (.txt)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOMCTPDreader%20Matlab%20DICOM-CTPD%20reader%20script.m?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><span>Clinical Data (CSV, zip)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/Clinical%20data%20Mar%202023.zip?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><p>Click the Versions tab for more info about data releases.<\/p><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-AdditionalResources\">Additional Resources<\/h3><ul><li><span style=\"color: inherit;\"><span style=\"color: rgb(36,36,36);\"><span style=\"color: black;\">The\u00a0<a href=\"https:\/\/github.com\/faebstn96\/helix2fan\" class=\"external-link\" rel=\"nofollow\">Helix2Fan: Helical to fan-beam CT geometry rebinning and differentiable reconstruction of DICOM-CT-PD projections<span>\u00a0<\/span>repository<\/a> on Github\u00a0provides code to load raw helical DICOM-CT-PD CT projections and rebin them to flat detector fan-beam geometry.<br\/><\/span><\/span><\/span><\/li><\/ul><p><br\/><\/p><\/div><div class=\"tabs-pane \" id=\"52758026f252aa687e9245b1925e7eebcd4c1b3a\" name=\"Detailed Description\" ><p><strong>Detailed Description<\/strong><\/p><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup> <col\/> <col\/> <\/colgroup><tbody><tr><th class=\"confluenceTh\"><p>Image Statistics<\/p><\/th><th class=\"confluenceTh\"><br\/><\/th><\/tr><tr><td class=\"confluenceTd\"><p>Modalities<\/p><\/td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">CT<\/span><\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Participants<\/p><\/td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">299<\/span><\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Studies<\/p><\/td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">597<\/span><\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Series<\/p><\/td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">1045<\/span><\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Number of Images<\/p><\/td><td class=\"confluenceTd\"><p><span style=\"color: rgb(51,51,51);\">13,013,532<\/span><\/p><\/td><\/tr><tr><td colspan=\"1\" class=\"confluenceTd\">Images Size (TB)<\/td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">1.2<\/span><\/td><\/tr><\/tbody><\/table><\/div><p>For each patient CT scan, three types of data are provided: DICOM-CT-PD projection data, DICOM image data, and Excel clinical data reports. CT projection data are provided for both full and simulated lower dose levels and CT image data reconstructed using the commercial CT system are provided for the full dose projection data. For patients scanned on the SOMATOM Definition Flash CT scanner from Siemens Healthcare, CT image data reconstructed using the commercial CT system are also provided for the lower dose projection data. All CT images were reconstructed using a filtered back projection method. Several instructional documents are provided to help users extract needed information from the DICOM-CT-PD files, including a dictionary file for the DICOM-CT-PD format, a DICOM-CT-PD reader, and a user manual.<\/p><p>This collection comprises 99 head scans (labeled N for neuro), 100 chest scans (labeled C for chest), and 100 abdomen scans (labeled L for liver). Fifty cases for each scan type are from a SOMATOM Definition Flash CT scanner (Siemens Healthcare, Forchheim, Germany). Forty-nine head cases, 50 chest cases, and 50 abdomen cases are from a Lightspeed VCT CT scanner (GE Healthcare, Waukesha, WI). Together, these data will greatly facilitate the development and validation of new CT reconstruction and\/or denoising algorithms, including those associated with machine learning or artificial intelligence.<\/p><h2 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-Acquisitionprotocol\">Acquisition protocol<\/h2><p>All CT scans were acquired at routine dose levels for the practice at which they were obtained using standard-clinical protocols for the anatomical region of interest. Each clinical case was processed to include a second projection dataset at a simulated lower dose level.\u00a0 Head and abdomen cases are provided at 25% of the routine dose and chest cases are provided at 10% of the routine dose.<\/p><p><sup>1<\/sup>Additional information regarding the CT projection data format:\u00a0Chen B, Duan X, Yu Z, Leng S, Yu L, McCollough CH. Technical Note: Development and validation of an open data format for CT projection data. Med Phys. 2015;42(12):6964. (<span style=\"color: rgb(0,0,0);\">doi: <\/span> <a style=\"text-decoration: none;\" href=\"https:\/\/doi.org\/10.1118\/1.4935406\" class=\"external-link\" rel=\"nofollow\">https:\/\/doi.org\/10.1118\/1.4935406<\/a>.)<\/p><\/div><div class=\"tabs-pane \" id=\"527580263ff81173e282453f8dbfc38d0f314e15\" name=\"Citations BITVOODOO_ANDamp; Data Usage Policy\" ><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-Citations&amp;DataUsagePolicy\">Citations &amp; Data Usage Policy<\/h3><p class=\"auto-cursor-target\">\n<p>\nUsers must abide by the <a href=\"https:\/\/wiki.cancerimagingarchive.net\/x\/c4hF\" class=\"external-link\" rel=\"nofollow\">TCIA Data Usage Policy and Restrictions<\/a>. Attribution should include references to the following citations:\n<\/p><\/p><div class=\"confluence-information-macro confluence-information-macro-information\"><p class=\"title\">Data Citation<\/p><span class=\"aui-icon aui-icon-small aui-iconfont-info confluence-information-macro-icon\"><\/span><div class=\"confluence-information-macro-body\"><p><span style=\"color: rgb(102,102,102);\"><span style=\"color: rgb(0,0,0);\">McCollough, C., Chen, B., Holmes III, D. R., Duan, X., Yu, Z., Yu, L., Leng, S., &amp; Fletcher, J. (2020). Low Dose CT Image and Projection Data (LDCT-and-Projection-data) (Version 6) [Data set]. The Cancer Imaging Archive.<\/span> <a href=\"https:\/\/doi.org\/10.7937\/9NPB-2637\" class=\"external-link\" rel=\"nofollow\">https:\/\/doi.org\/10.7937\/9NPB-2637<\/a><\/span><\/p><\/div><\/div><div class=\"confluence-information-macro confluence-information-macro-information\"><p class=\"title\">Publication Citation<\/p><span class=\"aui-icon aui-icon-small aui-iconfont-info confluence-information-macro-icon\"><\/span><div class=\"confluence-information-macro-body\"><p><span style=\"color: rgb(102,102,102);\"><span style=\"color: rgb(0,0,0);\">Moen, T. R., Chen, B., Holmes, D. R., III, Duan, X., Yu, Z., Yu, L., Leng, S., Fletcher, J. G., &amp; McCollough, C. H. (2020). Low dose CT image and projection dataset. Medical Physics<\/span>. <a href=\"https:\/\/doi.org\/10.1002\/mp.14594\" class=\"external-link\" rel=\"nofollow\">https:\/\/doi.org\/10.1002\/mp.14594<\/a><\/span><\/p><\/div><\/div><div class=\"confluence-information-macro confluence-information-macro-information\"><p class=\"title\">Grant Citation<\/p><span class=\"aui-icon aui-icon-small aui-iconfont-info confluence-information-macro-icon\"><\/span><div class=\"confluence-information-macro-body\"><p>Presentations and publications shall acknowledge grants EB017095 and EB017185 (Cynthia McCollough, PI) from the National Institute of Biomedical Imaging and Bioengineering.<\/p><\/div><\/div><div class=\"confluence-information-macro confluence-information-macro-information\"><p class=\"title\">TCIA Citation<\/p><span class=\"aui-icon aui-icon-small aui-iconfont-info confluence-information-macro-icon\"><\/span><div class=\"confluence-information-macro-body\"><p><span style=\"color: rgb(0,0,0);\">Clark, K., Vendt, B., Smith, K., Freymann, J., Kirby, J., Koppel, P., Moore, S., Phillips, S., Maffitt, D., Pringle, M., Tarbox, L., &amp; Prior, F. (2013). The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository. In Journal of Digital Imaging (Vol. 26, Issue 6, pp. 1045\u20131057). Springer Science and Business Media LLC.<\/span><span style=\"color: rgb(102,102,102);\"><span>\u00a0<\/span><\/span><a rel=\"nofollow\" href=\"https:\/\/doi.org\/10.1007\/s10278-013-9622-7\" style=\"text-decoration: none;text-align: left;\" class=\"external-link\">https:\/\/doi.org\/10.1007\/s10278-013-9622-7<\/a><\/p><\/div><\/div><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-OtherPublicationsUsingThisData\">Other Publications Using This Data<\/h3><p><span>TCIA maintains<\/span> <a href=\"https:\/\/www.cancerimagingarchive.net\/publications\/\" class=\"external-link\" rel=\"nofollow\"> a list of publications<\/a> <span> which leverage TCIA data. <\/span> If you have a manuscript you'd like to add please<a href=\"http:\/\/www.cancerimagingarchive.net\/support\/\" class=\"external-link\" rel=\"nofollow\"> contact the TCIA Helpdesk<\/a>.<\/p><\/div><div class=\"tabs-pane \" id=\"52758026e05b19762c22455a973622b0b8337c4d\" name=\"Versions\" ><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-Version6(Current):Updated2023\/04\/03\">Version 6 (Current): Updated 2023\/04\/03<\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col\/><col\/><col\/><\/colgroup><tbody><tr><th class=\"confluenceTh\">Data Type<\/th><th class=\"confluenceTh\">Download all or Query\/Filter<\/th><th class=\"confluenceTh\">License<\/th><\/tr><tr><td class=\"confluenceTd\">Images (DICOM, 1.2 TB)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data%20March%202022.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=LDCT-and-Projection-data\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><br\/><\/p><p>(Requires\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/display\/NBIA\/Downloading+TCIA+Images\" rel=\"nofollow\">NBIA Data Retriever<\/a><span>.<\/span>)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/4556915\/TCIA%20Restricted%20License%2020220519.pdf?version=1&amp;modificationDate=1652964581655&amp;api=v2\" class=\"external-link\" rel=\"nofollow\">TCIA Restricted<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Images (DICOM, 2.0 GB)<\/p><p>Phantom Object Only<\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data-Phantom%20April%206%202020.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/4556915\/TCIA%20Restricted%20License%2020220519.pdf?version=1&amp;modificationDate=1652964581655&amp;api=v2\" class=\"external-link\" rel=\"nofollow\">TCIA Restricted<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">DICOM-CT-PD User Manual Version 3 (.pdf)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/><\/p><\/div><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD%20User%20Manual_Version%203.pdf?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>Matlab DICOM-CTPD data dictionary (.txt)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD-dict_v10%20Matlab%20DICOM-CTPD%20data%20dict.txt?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">Matlab DICOM-CTPD reader script (.txt)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOMCTPDreader%20Matlab%20DICOM-CTPD%20reader%20script.m?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><span>Clinical Data (CSV, zip)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/Clinical%20data%20Mar%202023.zip?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><p>Note the following corrections were made to the clinical data:<\/p><ul><li>Lesion Z locations for all GE cases now reflect slice number<\/li><\/ul><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-Version5(Current):Updated2022\/12\/15\">Version 5 (Current): Updated 2022\/12\/15<\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col\/><col\/><col\/><\/colgroup><tbody><tr><th class=\"confluenceTh\">Data Type<\/th><th class=\"confluenceTh\">Download all or Query\/Filter<\/th><th class=\"confluenceTh\">License<\/th><\/tr><tr><td class=\"confluenceTd\">Images (DICOM, 1.2 TB)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data%20March%202022.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=LDCT-and-Projection-data\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><br\/><\/p><p>(Requires\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/display\/NBIA\/Downloading+TCIA+Images\" rel=\"nofollow\">NBIA Data Retriever<\/a><span>.<\/span>)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/4556915\/TCIA%20Restricted%20License%2020220519.pdf?version=1&amp;modificationDate=1652964581655&amp;api=v2\" class=\"external-link\" rel=\"nofollow\">TCIA Restricted<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Images (DICOM, 2.0 GB)<\/p><p>Phantom Object Only<\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data-Phantom%20April%206%202020.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/4556915\/TCIA%20Restricted%20License%2020220519.pdf?version=1&amp;modificationDate=1652964581655&amp;api=v2\" class=\"external-link\" rel=\"nofollow\">TCIA Restricted<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">DICOM-CT-PD User Manual Version 3 (.pdf)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/><\/p><\/div><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD%20User%20Manual_Version%203.pdf?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>Matlab DICOM-CTPD data dictionary (.txt)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD-dict_v10%20Matlab%20DICOM-CTPD%20data%20dict.txt?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">Matlab DICOM-CTPD reader script (.txt)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOMCTPDreader%20Matlab%20DICOM-CTPD%20reader%20script.m?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><span>Clinical Data (CSV, zip)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/Clinical%20Reports%20December%202022.zip?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n<a href=\"https:\/\/creativecommons.org\/licenses\/by\/3.0\/\" class=\"external-link\" rel=\"nofollow\">CC BY 3.0<\/a><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><p>Note: The following corrections were made to the clinical data:<\/p><ul><li>Incorrect Lesion coordinates<\/li><\/ul><ul><ul><li>In some places the x\/y coordinates for lesions was incorrect<\/li><li>In almost all Siemens datasets, the Z axis was flipped<\/li><\/ul><\/ul><ul><li>Incorrect UID<\/li><\/ul><ul><ul><li>Correction has been made to case L210 UID<\/li><\/ul><\/ul><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-Version4(Current):Updated2022\/03\/31\">Version 4 (Current): Updated 2022\/03\/31<\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col\/><col\/><\/colgroup><tbody><tr><th class=\"confluenceTh\">Data Type<\/th><th class=\"confluenceTh\">Download all or Query\/Filter<\/th><\/tr><tr><td class=\"confluenceTd\">Images (DICOM, 1.2 TB)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data%20March%202022.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=LDCT-and-Projection-data\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><br\/><\/p><p>(Requires\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/display\/NBIA\/Downloading+TCIA+Images\" rel=\"nofollow\">NBIA Data Retriever<\/a><span>.<\/span>)<\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Images (DICOM, 2.0 GB)<\/p><p>Phantom Object Only<\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data-Phantom%20April%206%202020.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">DICOM-CT-PD User Manual Version 3 (.pdf)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/><\/p><\/div><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD%20User%20Manual_Version%203.pdf?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/td><\/tr><tr><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>Matlab DICOM-CTPD data dictionary (.txt)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD-dict_v10%20Matlab%20DICOM-CTPD%20data%20dict.txt?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">Matlab DICOM-CTPD reader script (.txt)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOMCTPDreader%20Matlab%20DICOM-CTPD%20reader%20script.m?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><span>Clinical Data (CSV, zip)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/Clinical%20reports%20March%202022.zip?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><p>Update on the GE data<\/p><p>The following corrections\/changes have been made to the GE projection data:<\/p><ul><li><span style=\"color: rgb(33,37,41);\">The value in DICOM tag (0028,1052) RescaleIntercept has been re-calculated<\/span><span style=\"color: black;\">\u00a0and updated<\/span><span style=\"color: rgb(33,37,41);\">.<\/span><\/li><li><span style=\"color: rgb(33,37,41);\">DICOM tag<\/span><span style=\"color: rgb(33,37,41);\">\u00a0<span style=\"color: inherit;\">(7033,1065) PhotonStatistics, which describes the incident x-ray beam profile\u00a0<u>after<\/u>\u00a0passing through the bowtie filter, has been added for every projection. The beam profile is characterized in terms of noise equivalent number of incident photons (i.e., noise equivalent quanta).. \u00a0<\/span><\/span><\/li><li><span style=\"color: rgb(33,37,41);\">DICOM tag (0018,1151) XRayTubeCurrent has been updated for the chest and abdomen cases, which use tube current modulation. The value reflects the tube current for each projection view. With tube current modulation on, this value will vary across different project views. Tube current modulation is off for the head exams.<\/span><\/li><li><span style=\"color: rgb(33,37,41);\">It was discovered that the projection data for chest case C197 was a duplication of case C009. Therefore, C197 has been omitted from the dataset<\/span><span style=\"color: black;\">,<\/span><span style=\"color: rgb(33,37,41);\">\u00a0resulting in a total of 49 chest cases.<\/span><\/li><li><span style=\"color: inherit;\">The projection data for the sequential head scans are contained in one directory for each dose level for each patient. DICOM tag<\/span><span style=\"color: inherit;\"> (0020, 0012) Acquisition Number, which is a number identifying the single continuous gathering of data over a period of time (i.e., one scan), can be used to sort the data based on each sequential acquisition within the exam. A MATLAB code that will sort the data in this manner has been <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/File_Sorter.zip?api=v2\" rel=\"nofollow\">provided here<\/a>.<\/span><span style=\"color: inherit;\">\u00a0The .m files must be placed in the same directory containing the projection files to correctly identify and sort them. \u00a0<\/span><\/li><\/ul><p><span style=\"color: rgb(32,31,30);\">The previous version of the<\/span><span style=\"color: black;\">\u00a0GE<\/span><span style=\"color: rgb(32,31,30);\"> data has been replaced with the new data (Version 4); <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/GE_UIDs_TCIA%20Mapping%20Feb%2011%202022.xlsx?api=v2\" rel=\"nofollow\">click here<\/a> to download a spreadsheet that maps the old UIDs to the new UIDs. You can access the updated series by <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data%20revised%20GE%20projection%20March%202022.tcia?api=v2\" rel=\"nofollow\">downloading this manifest<\/a>. Please <\/span><span style=\"color: black;\">contact the TCIA Helpdesk at\u00a0<a href=\"mailto:help@cancerimagingarchive.net\" class=\"external-link\" rel=\"nofollow\"><span style=\"color: rgb(81,166,250);\">help@cancerimagingarchive.net<\/span><\/a><\/span><span style=\"color: rgb(32,31,30);\">\u00a0with any questions.<\/span><\/p><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-Version3:Updated2022\/01\/26\">Version 3: Updated 2022\/01\/26<\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col\/><col\/><\/colgroup><tbody><tr><th class=\"confluenceTh\">Data Type<\/th><th class=\"confluenceTh\">Download all or Query\/Filter<\/th><\/tr><tr><td class=\"confluenceTd\">Images (DICOM, 953 GB)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><span class=\"confluence-link\">\u00a0<\/span>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data%20V3%20Jan%202022.tcia?api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=LDCT-and-Projection-data\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><span class=\"confluence-link\"> <\/span>\u00a0\u00a0<\/p><p>(Requires\u00a0<a href=\"https:\/\/wiki.cancerimagingarchive.net\/display\/NBIA\/Downloading+TCIA+Images\" rel=\"nofollow\">NBIA Data Retriever<\/a><span>.<\/span>)<\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Images (DICOM, 2.0 GB)<\/p><p>Phantom Object Only<\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data-Phantom%20April%206%202020.tcia?version=1&amp;modificationDate=1586191054091&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><span class=\"confluence-link\"> <\/span>\u00a0<\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">DICOM-CT-PD User Manual Version 3 (.pdf)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD%20User%20Manual_Version%203.pdf?version=1&amp;modificationDate=1586187875073&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>Matlab DICOM-CTPD data dictionary (.txt)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD-dict_v10%20Matlab%20DICOM-CTPD%20data%20dict.txt?version=1&amp;modificationDate=1573149224372&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">Matlab DICOM-CTPD reader script (.txt)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOMCTPDreader%20Matlab%20DICOM-CTPD%20reader%20script.m?version=1&amp;modificationDate=1573149470905&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><span>Clinical Data (CSV, zip)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/Clinical%20Reports%20V2.zip?version=2&amp;modificationDate=1586360765050&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><p><span style=\"color: rgb(33,37,41);\">A fractional shift in pixel positions was identified between the full dose and low dose Siemens\u2019 patient cases included in Version 1 and 2.\u00a0 In the DICOM tag called \u201cimage position patient\u201d, the full dose positions are written with seven digits after the decimal while the low dose positions have only two digits after the decimal and, in some cases, there is an offset close to 0.5 mm.\u00a0 This occurred due to having the full dose (original) data reconstructed on the scanner at the time of the patient exam and the low dose data reconstructed at a later time (after noise was inserted in the projection data) using Siemens\u2019 off-line reconstruction tools. Note that this shift is a consequence of a difference in the reconstruction tools used. <strong>The projection data are not affected.<\/strong> The shift primarily impacted those using the full dose and low dose images to train machine learning algorithms.<\/span><\/p><p><span style=\"color: rgb(32,31,30);\">The Siemens image data have been reprocessed so that the pixel shift issue has been addressed. The DICOM tag \u201cimage patient position\u201d is now identical for the full dose and low dose images. The previous version of the data has been replaced with the new data (Version 3); <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/Siemens_UIDs_TCIA%20Mapping%20Jan%2021%202022.xlsx?api=v2\" rel=\"nofollow\">click here<\/a> to download a spreadsheet that maps the old UIDs to the new UIDs. You can access the updated series by <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT%20Pixel%20Shift%20data%20300%20series%20Jan%202022.tcia?api=v2\" rel=\"nofollow\">downloading <\/a><a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT%20Pixel%20Shift%20data%20300%20series%20Jan%202022.tcia?api=v2\" rel=\"nofollow\">this manifest<\/a>.\u00a0<\/span><\/p><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-Version2:Updated2020\/08\/11\">Version 2: Updated 2020\/08\/11<\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col\/><col\/><\/colgroup><tbody><tr><th class=\"confluenceTh\"><span>Data Type<\/span><\/th><th class=\"confluenceTh\"><span>Download all or Query\/Filter<\/span><\/th><\/tr><tr><td class=\"confluenceTd\">Images (DICOM, 953 GB)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><span class=\"confluence-link\"> <\/span>\u00a0\u00a0\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=LDCT-and-Projection-data\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Images (DICOM, 2.0 GB)<\/p><p>Phantom Object Only<\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data-Phantom%20April%206%202020.tcia?version=1&amp;modificationDate=1586191054091&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><span class=\"confluence-link\"> <\/span>\u00a0<\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">DICOM-CT-PD User Manual Version 3 (.pdf)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD%20User%20Manual_Version%203.pdf?version=1&amp;modificationDate=1586187875073&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>Matlab DICOM-CTPD data dictionary (.txt)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD-dict_v10%20Matlab%20DICOM-CTPD%20data%20dict.txt?version=1&amp;modificationDate=1573149224372&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">Matlab DICOM-CTPD reader script (.txt)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOMCTPDreader%20Matlab%20DICOM-CTPD%20reader%20script.m?version=1&amp;modificationDate=1573149470905&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><span>Clinical Data (CSV, zip)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/Clinical%20Reports%20V2.zip?version=2&amp;modificationDate=1586360765050&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><p>Important information about the GE patient cases.<br\/>\u00a0<br\/>An incorrect value was found in the\u00a0RescaleIntercept DICOM tag (0028,1052) in the GE data. Additionally, we have been asked by users to determine and add PhotonStatistics values to DICOM tag\u00a0(7033,1065). Hence, access to the GE data (149 cases) has been temporarily suspended while we address these issues.<br\/>\u00a0<\/p><ul><li>If you have already downloaded the GE data, you will want to download the updated data when it is again available.<\/li><li>The GE data are readily recognized, as they have only 3 series per patient case (Siemens data have 4).<\/li><li>The GE data can also be identified using the DICOM tag (0008,0070).<\/li><li>If you have already started a project with the GE data, please contact the Mayo team to discuss the issues in greater detail to discern if they impact your work. Please send your inquiry to\u00a0<a href=\"mailto:CTCIC@mayo.edu\" class=\"external-link\" rel=\"nofollow\">CTCIC@mayo.edu<\/a>\u00a0and the team will follow up with you.<\/li><\/ul><h3 id=\"LowDoseCTImageandProjectionData(LDCTandProjectiondata)-Version1:Updated2020\/04\/22\">Version 1: Updated 2020\/04\/22<\/h3><div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup> <col\/> <col\/> <\/colgroup><tbody><tr><th class=\"confluenceTh\"><span>Data Type<\/span><\/th><th class=\"confluenceTh\"><span>Download all or Query\/Filter<\/span><\/th><\/tr><tr><td class=\"confluenceTd\">Images (DICOM, 1.23 TB)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\u00a0<a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=LDCT-and-Projection-data\" class=\"external-link\" rel=\"nofollow\">\u00a0<\/a>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/nbia.cancerimagingarchive.net\/nbia-search\/?MinNumberOfStudiesCriteria=1&amp;CollectionCriteria=LDCT-and-Projection-data\" class=\"external-link\" rel=\"nofollow\"><button class=\"tcia-btn tcia-search-color\"><i class=\"fa fa-search\" \/> Search<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><p>Images (DICOM, 2.0 GB)<\/p><p>Phantom Object Only<\/p><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p><br\/>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/LDCT-and-Projection-data-Phantom%20April%206%202020.tcia?version=1&amp;modificationDate=1586191054091&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><span class=\"confluence-link\"> <\/span>\u00a0<\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">DICOM-CT-PD User Manual Version 3 (.pdf)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD%20User%20Manual_Version%203.pdf?version=1&amp;modificationDate=1586187875073&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>Matlab DICOM-CTPD data dictionary (.txt)<\/p><\/div><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOM-CT-PD-dict_v10%20Matlab%20DICOM-CTPD%20data%20dict.txt?version=1&amp;modificationDate=1573149224372&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\">Matlab DICOM-CTPD reader script (.txt)<\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/DICOMCTPDreader%20Matlab%20DICOM-CTPD%20reader%20script.m?version=1&amp;modificationDate=1573149470905&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><tr><td class=\"confluenceTd\"><span>Clinical Data (CSV, zip)<\/span><\/td><td class=\"confluenceTd\"><div class=\"content-wrapper\"><p>\n\n<span class=\"confluence-embedded-file-wrapper confluence-embedded-manual-size\">\n   <a href=\"https:\/\/wiki.cancerimagingarchive.net\/download\/attachments\/52758026\/Clinical%20Reports%20V2.zip?version=2&amp;modificationDate=1586360765050&amp;api=v2\" rel=\"nofollow\"><button class=\"tcia-btn tcia-download-color\"><i class=\"fa fa-cloud-download\" \/> Download<\/button><\/a>\u00a0\n<\/span><\/p><\/div><\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/div><\/div><\/div><p><br\/><\/p><p><br\/><\/p><p><br\/><\/p><p><br\/><\/p><p><br\/><\/p><p><br\/><\/p><p><br\/><\/p><p><br\/><\/p><p><br\/><\/p>","versions":false,"additional_resources":"<ul><li>The\u00a0<a href=\"https:\/\/github.com\/faebstn96\/helix2fan\">Helix2Fan: Helical to fan-beam CT geometry rebinning and differentiable reconstruction of DICOM-CT-PD projections\u00a0repository<\/a> on Github\u00a0provides code to load raw helical DICOM-CT-PD CT projections and rebin them to flat detector fan-beam geometry.<br\/><\/li><\/ul>\n<br\/>\n<strong>Detailed Description<\/strong>\n<table><colgroup> <col\/> <col\/> <\/colgroup><tbody><tr><th><p>Image Statistics<\/p><\/th><th><br\/><\/th><\/tr><tr><td><p>Modalities<\/p><\/td><td><p>CT<\/p><\/td><\/tr><tr><td><p>Number of Participants<\/p><\/td><td><p>299<\/p><\/td><\/tr><tr><td><p>Number of Studies<\/p><\/td><td><p>597<\/p><\/td><\/tr><tr><td><p>Number of Series<\/p><\/td><td><p>1045<\/p><\/td><\/tr><tr><td><p>Number of Images<\/p><\/td><td><p>13,013,532<\/p><\/td><\/tr><tr><td colspan=\"1\">Images Size (TB)<\/td><td colspan=\"1\">1.2<\/td><\/tr><\/tbody><\/table>\nFor each patient CT scan, three types of data are provided: DICOM-CT-PD projection data, DICOM image data, and Excel clinical data reports. CT projection data are provided for both full and simulated lower dose levels and CT image data reconstructed using the commercial CT system are provided for the full dose projection data. For patients scanned on the SOMATOM Definition Flash CT scanner from Siemens Healthcare, CT image data reconstructed using the commercial CT system are also provided for the lower dose projection data. All CT images were reconstructed using a filtered back projection method. Several instructional documents are provided to help users extract needed information from the DICOM-CT-PD files, including a dictionary file for the DICOM-CT-PD format, a DICOM-CT-PD reader, and a user manual.\nThis collection comprises 99 head scans (labeled N for neuro), 100 chest scans (labeled C for chest), and 100 abdomen scans (labeled L for liver). Fifty cases for each scan type are from a SOMATOM Definition Flash CT scanner (Siemens Healthcare, Forchheim, Germany). Forty-nine head cases, 50 chest cases, and 50 abdomen cases are from a Lightspeed VCT CT scanner (GE Healthcare, Waukesha, WI). Together, these data will greatly facilitate the development and validation of new CT reconstruction and\/or denoising algorithms, including those associated with machine learning or artificial intelligence.\n<h3>Acquisition protocol<\/h3>\nAll CT scans were acquired at routine dose levels for the practice at which they were obtained using standard-clinical protocols for the anatomical region of interest. Each clinical case was processed to include a second projection dataset at a simulated lower dose level.\u00a0 Head and abdomen cases are provided at 25% of the routine dose and chest cases are provided at 10% of the routine dose.\n<sup>1<\/sup>Additional information regarding the CT projection data format:\u00a0Chen B, Duan X, Yu Z, Leng S, Yu L, McCollough CH. Technical Note: Development and validation of an open data format for CT projection data. Med Phys. 2015;42(12):6964. (doi:  <a href=\"https:\/\/doi.org\/10.1118\/1.4935406\">https:\/\/doi.org\/10.1118\/1.4935406<\/a>.)","cancer_locations":["Head","Chest","Abdomen"],"collection_page_accessibility":"Public","publications_related":"","version_change_log":"","version_change_log_archived":"","analysis_results":"","collection_status":"Complete","publications_using":"TCIA maintains <a href=\"https:\/\/www.cancerimagingarchive.net\/publications\/\"> a list of publications<\/a>  which leverage TCIA data.  If you have a manuscript you'd like to add please<a href=\"http:\/\/www.cancerimagingarchive.net\/support\/\"> contact the TCIA Helpdesk<\/a>.","species":["Human"],"collection_title":"Low Dose CT Image and Projection Data","detailed_description":"","related_analysis_results":false,"subjects":"299","collection_short_title":"LDCT-and-Projection-data","data_types":["CT"],"date_updated":"2023-09-13","collection_browse_title":"","supporting_data":["Clinical"],"collection_featured_image":{"ID":"7937","post_author":"6","post_date":"2023-09-13 03:49:12","post_date_gmt":"2023-09-13 03:49:12","post_content":"","post_title":"LDCT-PD-logo","post_excerpt":"","post_status":"inherit","comment_status":"open","ping_status":"closed","post_password":"","post_name":"ldct-pd-logo","to_ping":"","pinged":"","post_modified":"2023-09-13 12:00:13","post_modified_gmt":"2023-09-13 12:00:13","post_content_filtered":"","post_parent":"5621","guid":"https:\/\/cm.vastapps.dev\/wp-content\/uploads\/LDCT-PD-logo.png","menu_order":"0","post_type":"attachment","post_mime_type":"image\/png","comment_count":"0","pod_item_id":"7937"},"collection_summary":"<p>Investigators at the Mayo Clinic, with funding from the National Institute of Biomedical Imaging and Bioengineering (EB 017095 and EB 017185), have built a library of CT patient projection data in an open and vendor-neutral format. This format, referred to as DICOM-CT-PD (1), is an extended DICOM format that contains CT projection data and acquisition geometry. The de-identified patient projection data in the library were decoded with help of the manufacturer and have been converted into an open standardized format.<\/p><p>Reconstructed images, patient age and gender, and pathology annotation are also provided for these de-identified data sets. The library consists of scans from various exam types, including non-contrast head CT scans acquired for acute cognitive or motor deficit, low-dose non-contrast chest scans acquired to screen high-risk patients for pulmonary nodules, and contrast-enhanced CT scans of the abdomen acquired to look for metastatic liver lesions.<\/p><p><strong>2016 Low Dose CT Grand Challenge<\/strong>\u00a0<\/p><p>The 2016 Low Dose CT Grand Challenge, sponsored by the AAPM, NIBIB, and Mayo Clinic, used\u00a030 contrast-enhanced abdominal CT patient scans, 10 for training and 20 for testing. Thirteen of the 20 testing datasets from the Grand Challenge were subsequently included in this larger collection of CT image and projection data (TCIA LDCT-and-Projection-data).\u00a0Because of the frequency of requests received by Mayo and the AAPM for the complete 2016 Grand Challenge dataset, on September 21, 2021 all 30 cases were updated to use the same projection data format as used for the TCIA data library and made publicly available in a <a href=\"https:\/\/aapm.app.box.com\/s\/eaw4jddb53keg1bptavvvd1sf4x3pe9h\">single location<\/a>.\u00a0Please refer to the READ ME file at that location for a mapping between the case ID numbers used in the 2016 Grand Challenge and the case ID numbers used in the TCIA library for the 13 cases that exist in both libraries.<\/p><p>Additional information about the 2016 Low Dose CT Grand Challenge can be found on the\u00a0<a href=\"https:\/\/www.aapm.org\/grandchallenge\/lowdosect\/\">AAPM website<\/a>\u00a0and in the\u00a0<a href=\"https:\/\/doi.org\/10.1002\/mp.12345\"><em>Medical Physics<\/em>\u00a0paper<\/a>\u00a0by McCollough et al.<\/p><p><strong>Acknowledgements<\/strong><\/p><p>This work would not have been possible without the support and efforts of many individuals and organizations.<\/p><ul><li>A complete list of acknowledgements can be found <a data-linked-resource-container-id=\"52758026\" data-linked-resource-container-version=\"124\" data-linked-resource-content-type=\"application\/vnd.openxmlformats-officedocument.wordprocessingml.document\" data-linked-resource-default-alias=\"Acknowledgements - Full April 2020.docx\" data-linked-resource-id=\"70224315\" data-linked-resource-type=\"attachment\" data-linked-resource-version=\"1\" data-nice-type=\"Word Document\" download=\"\" href=\"\/wp-content\/uploads\/Acknowledgements-Full-April-2020.docx\" target=\"_blank\">here<\/a>.<\/li><\/ul>","collection_acknowledgements":"","collection_funding":"","hide_from_browse_table":[],"_links":{"self":[{"href":"https:\/\/cm.vastapps.dev\/api\/v1\/collections\/5621"}],"collection":[{"href":"https:\/\/cm.vastapps.dev\/api\/v1\/collections"}],"about":[{"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/types\/tcia_collection"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/media\/7937"}],"wp:attachment":[{"href":"https:\/\/cm.vastapps.dev\/api\/wp\/v2\/media?parent=5621"}],"wp:term":[{"taxonomy":"tcia_citation_tax","embeddable":true,"href":"https:\/\/cm.vastapps.dev\/api\/v1\/citation-tax?post=5621"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}