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100+ datasets found
  1. MIAS Mammography

    • www.kaggle.com
    zip, txt, gz, h5
    Updated Nov 1, 2017
  2. Metamaterials-Inspired Aerospace Structures (MIAS), Phase I

    • data.nasa.gov
    xml +5
    Updated Jun 26, 2018
  3. MIAS CHILDREN FOUNDATION, fiscal year ending Dec. 2017

    • projects.propublica.org
    Updated Nov 20, 2019
  4. f

    Annotations of Individual Microcalcification in mini-MIAS DB

    • figshare.com
    zip
    Updated Nov 1, 2016
  5. MIA MINISTRY IN ACTION OUTREACH INC, fiscal year ending Dec. 2017

    • projects.propublica.org
  6. MIA WARE FOUNDATION FOR CANCER RESEARCH AND EDUCATION, fiscal year ending...

    • projects.propublica.org
  7. MIA HAMM FOUNDATION, fiscal year ending Feb. 2018

    • projects.propublica.org
  8. MIA-USA FUNDRAISING INC, fiscal year ending Dec. 2017

    • projects.propublica.org
  9. d

    Data from: A novel cascade classifier for automatic microcalcification...

    • datadryad.org
    zip
    Updated Dec 28, 2016
  10. f

    MIAS DB - File 1

    • figshare.com
    txt, bin
    Updated Nov 1, 2016
  11. CARA MIA THEATRE CO, fiscal year ending July 2018

    • projects.propublica.org
  12. f

    all-mias.tar.gz

    • figshare.com
    application/gzip
    Updated Mar 23, 2018
  13. o

    MIaS software on GitHub

    • explore.openaire.eu
    Updated Nov 22, 2019
  14. MIA FOUNDATION LTD, fiscal year ending June 2017

    • projects.propublica.org
  15. POW MIA AWARENESS ORGANIZATION OF UTAH, fiscal year ending Dec. 2017

    • projects.propublica.org
  16. f

    MIAS DB - File 2

    • figshare.com
    zip, txt
    Updated Nov 1, 2016
  17. MIA SAN MIA SOCCER CLUB INC, fiscal year ending Dec. 2017

    • projects.propublica.org
  18. t

    BIOGRID CURATED DATA FOR MIA (Homo sapiens)

    • thebiogrid.org
    zip
    Updated Oct 22, 2016
  19. f

    A high-throughput and multiplex microsphere immunoassay based on...

    • figshare.com
    tiff, docx
    Updated Aug 23, 2019
  20. f

    Willingness to Know the Cause of Death and Hypothetical Acceptability of the...

    • plos.figshare.com
    pdf
    Updated Nov 23, 2016
  21. ACCOUNT FOR POW-MIA INC, fiscal year ending Jan. 2018

    • projects.propublica.org
    Updated Nov 20, 2019
  22. MIA SUTPHIN FOUNDATION INC, fiscal year ending May 2017

    • projects.propublica.org
    Updated Nov 20, 2019
  23. o

    MIA overexpression

    • www.omicsdi.org
    xml
  24. [Ch04704289_g1] [MIA]

    • www.thermofisher.com
    Updated Jul 12, 2016
  25. [Xt03745723_g1] [mia]

    • www.thermofisher.com
    Updated Apr 10, 2016
  26. BELLA ITALIA MIA INC, fiscal year ending Dec. 2017

    • projects.propublica.org
  27. CASA MIA SENIOR APARTMENTS INC, fiscal year ending June 2017

    • projects.propublica.org
  28. d

    MIA overexpression

    • datamed.org
    Updated Apr 12, 2008
  29. [Mm04203794_g1] [Mia]

    • www.thermofisher.com
    Updated May 25, 2016
  30. [Hg05178233_m1] [Mia]

    • www.thermofisher.com
    Updated Jul 2, 2018
  31. [Mm04203795_g1] [Mia]

    • www.thermofisher.com
    Updated May 25, 2016
  32. [Rh02861095_m1] [MIA]

    • www.thermofisher.com
    Updated Jul 12, 2016
  33. [Bt03211922_g1] [MIA]

    • www.thermofisher.com
    Updated Jul 12, 2016
  34. [Dm02137068_g1] [mia]

    • www.thermofisher.com
    Updated May 16, 2011
  35. [Mf02861096_g1] [MIA]

    • www.thermofisher.com
    Updated Jul 12, 2016
  36. [Bt03211924_m1] [MIA]

    • www.thermofisher.com
    Updated Jul 12, 2016
  37. [Dm02137069_g1] [mia]

    • www.thermofisher.com
    Updated May 16, 2011
  38. [Mm01149339_g1] [Mia]

    • www.thermofisher.com
    Updated Jan 18, 2017
  39. [Mm00444563_m1] [Mia]

    • www.thermofisher.com
    Updated Jan 18, 2017
  40. [C_165324560_10] [MIA]

    • www.thermofisher.com
    Updated Sep 14, 2016
  41. [C_165499838_10] [MIA]

    • www.thermofisher.com
    Updated Jul 14, 2016
  42. [C_165420539_10] [MIA]

    • www.thermofisher.com
    Updated Sep 27, 2016
  43. [C_190451411_10] [MIA]

    • www.thermofisher.com
    Updated Jul 13, 2016
  44. [C_190473290_10] [MIA]

    • www.thermofisher.com
    Updated Jul 15, 2016
  45. [C_165500071_10] [MIA]

    • www.thermofisher.com
    Updated Oct 10, 2015
  46. [C_165541473_10] [MIA]

    • www.thermofisher.com
    Updated Sep 16, 2019
  47. [C_102437253_10] [MIA]

    • www.thermofisher.com
    Updated Oct 27, 2017
  48. [C__15945189_10] [MIA]

    • www.thermofisher.com
    Updated Feb 3, 2016
  49. [C___2883058_10] [MIA]

    • www.thermofisher.com
    Updated Oct 22, 2017
  50. [C___2883057_10] [MIA]

    • www.thermofisher.com
    Updated Oct 22, 2017
  51. [s194865] [MIA]

    • www.thermofisher.com
    Updated Nov 12, 2015
  52. [s228273] [MIA]

    • www.thermofisher.com
    Updated Jan 6, 2016
  53. [HSS144613] [MIA]

    • www.thermofisher.com
    Updated Aug 12, 2016
  54. [s194867] [MIA]

    • www.thermofisher.com
    Updated Dec 2, 2015
  55. [s194866] [MIA]

    • www.thermofisher.com
    Updated Oct 11, 2015
  56. [s228274] [MIA]

    • www.thermofisher.com
    Updated Oct 11, 2015
  57. [HSS144614] [MIA]

    • www.thermofisher.com
    Updated Oct 16, 2015
  58. o

    Networking of differentially expressed genes in human MIA PaCa2 pancreatic...

    • omictools.com
    Updated Oct 29, 2018
  59. [45155] [MIA]

    • www.thermofisher.com
    Updated Nov 10, 2015
  60. [17989] [MIA]

    • www.thermofisher.com
    Updated Jan 6, 2016
  61. POW MIA AWARENESS RALLY CORP, fiscal year ending Dec. 2017

    • projects.propublica.org
  62. JEFFERSON BARRACKS POW-MIA MUSEUM INC, fiscal year ending Dec. 2017

    • projects.propublica.org
    Updated Nov 20, 2019
  63. o

    Integrated Transcriptomic and Proteomic Dynamics of Rituximab Treatment in B...

    • www.omicsdi.org
    xml
  64. o

    Transcription profiling of Arabidopsis wild type, FIE- and MIA-...

    • www.omicsdi.org
    xml
  65. Kenya Air Transport: MIA: Freight

    • www.ceicdata.com
  66. d

    The excavation of two small rockshelters at Monkey Mia, Shark Bay, WA.

    • data.gov.au
    html
    Updated Nov 21, 2017
  67. e

    E-Commerce Revenue Analytics: mia-moda.de

    • ecommercedb.com
    Updated May 5, 2018
  68. Kenya Air Transport: MIA: Freight: Loaded

    • www.ceicdata.com
  69. r

    Data from: Table S4

    • www.researchgate.net
    Updated Sep 30, 2011
  70. r

    Table S3

    • www.researchgate.net
    Updated Sep 30, 2011
  71. MIA-YOU ARE FORGOTTEN, fiscal year ending Dec. 2017

    • projects.propublica.org
  72. Data from: Multi-study reanalysis of 2213 acute myeloid leukemia patients...

    • zenodo.org
    txt, xlsx, pdf, csv +2
    Updated Jun 27, 2019
  73. r

    Table S5

    • www.researchgate.net
    Updated Sep 30, 2011
  74. Kenya Air Transport: MIA: Passenger

    • www.ceicdata.com
  75. d

    Monkey Mia Special

    • datadiscoverystudio.org
    tab v.unknown
    Updated 2006
  76. Kenya Air Transport: MIA: Passenger: Departures

    • www.ceicdata.com
  77. Yankelovich/Time Magazine/CNN Poll: August Omnibus [Roper #31099246]

    • ropercenter.cornell.edu
    spss portable file +1
    Updated Jan 31, 2011
  78. UCT IDR costing evaluation

    • zivahub.uct.ac.za
    pdf
    Updated Jan 30, 2017
  79. Kenya Air Transport: MIA: Freight: Unloaded

    • www.ceicdata.com
    Updated Jul 29, 2019
  80. Kenya Air Transport: MIA: Passenger: Arrivals

    • www.ceicdata.com
  81. F

    MIA - M.I.A.?, July 1, 1987

    • fraser.stlouisfed.org
    pdf
    Updated May 4, 2020
  82. Meat inspection (M.I.A.) files

    • researchdata.ands.org.au
    Updated Jul 22, 2013
  83. Data collected for Conference Presentation: Preparing UCT Libraries for...

    • zivahub.uct.ac.za
    txt, pdf
    Updated Nov 8, 2017
  84. e

    Υπηρεσία μίας Στάσης

    • www.europeandataportal.eu
    unknown
    Updated 21 apr. 2020
  85. r

    7 OpenRefine Session

    • www.researchgate.net
    Updated Jan 1, 2016
  86. d

    Report of a survey for archaeological sites in the proposed extensions to...

    • data.gov.au
    html
    Updated Nov 21, 2017
  87. r

    3 Researcher Presentation - Challenges to Preparing and Sharing Open Data -...

    • www.researchgate.net
    Updated Jan 1, 2016
  88. r

    2 ROER4D Presentation - Challenges to Preparing and Sharing Open Data

    • www.researchgate.net
    Updated Jan 1, 2016
  89. o

    Protein Array Screening of Myelodysplastic Syndromes I

    • www.omicsdi.org
    xml
  90. r

    4 Discussion session on open data

    • www.researchgate.net
    Updated 1 jan. 2016
  91. e

    Έντυπα και Δικαιολογητικά της Υπηρεσίας Μιας Στάσης

    • www.europeandataportal.eu
    rss feed
    Updated 18. 4. 2020
  92. r

    Using Social Media to Promote Your Library - MIA - 2013v4

    • www.researchgate.net
    Updated Nov 26, 2013
  93. r

    New draft item

    • www.researchgate.net
    Updated Jan 1, 2016
  94. f

    Results of NS1 IgG MIA in different serum/plasma panels.

    • plos.figshare.com
    xls
    Updated Aug 23, 2019
  95. f

    Sensitivity and specificity of different NS1 IgG MIA a.

    • plos.figshare.com
    xls
    Updated Aug 23, 2019
  96. o

    Everolimus Treatment of B Lymphoblastoid Cell Line Timecourse (24...

    • www.omicsdi.org
    xml
  97. e

    [Z01] Πληροφορίες σχετικές με την Υπηρεσία Μιας Στάσης

    • www.europeandataportal.eu
    html
    Updated 18. 4. 2020
  98. r

    Data from: Supplementary Datasheet

    • www.researchgate.net
    pdf
    Updated Apr 24, 2019
  99. Data from: Stratified computational meta-analysis of 2213 acute myeloid...

    • zenodo.org
    xlsx, txt, pdf, csv +1
    Updated Nov 20, 2018
  100. o

    MIA gene family-related signaling in oral squamous cell carcinoma cells

    • www.omicsdi.org
    xml
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MIAS Mammography

Looking for breast cancer

68 scholarly articles cite this dataset (View in Google Scholar)
h5 (105073120 bytes), zip (215170043 bytes), gz (111154265 bytes), txt (6423 bytes)Available download formats
Dataset updated Nov 1, 2017
Authors
Kevin Mader
License

Other (specified in description)

Description

Content

The data is images and labels / annotations for mammography scans. More about the database can be found at MIAS. The 'Preview' kernel shows how the Info.txt and PGM files can be parsed correctly.

Labels

  • 1st column: MIAS database reference number.
  • 2nd column: Character of background tissue: F Fatty G Fatty-glandular D Dense-glandular

  • 3rd column: Class of abnormality present: CALC Calcification CIRC Well-defined/circumscribed masses SPIC Spiculated masses MISC Other, ill-defined masses ARCH Architectural distortion ASYM Asymmetry NORM Normal

  • 4th column: Severity of abnormality; B Benign M Malignant

  • 5th, 6th columns: x,y image-coordinates of centre of abnormality.

  • 7th column: Approximate radius (in pixels) of a circle enclosing the abnormality. There are also several things you should note:

The list is arranged in pairs of films, where each pair represents the left (even filename numbers) and right mammograms (odd filename numbers) of a single patient. The size of all the images is 1024 pixels x 1024 pixels. The images have been centered in the matrix. When calcifications are present, centre locations and radii apply to clusters rather than individual calcifications. Coordinate system origin is the bottom-left corner. In some cases calcifications are widely distributed throughout the image rather than concentrated at a single site. In these cases centre locations and radii are inappropriate and have been omitted.

Acknowledgements/LICENCE

MAMMOGRAPHIC IMAGE ANALYSIS SOCIETY MiniMammographic Database

                   LICENCE AGREEMENT

This is a legal agreement between you, the end user and the Mammographic Image Analysis Society ("MIAS"). Upon installing the MiniMammographic database (the "DATABASE") on your system you are agreeing to be bound by the terms of this Agreement.

  1. GRANT OF LICENCE MIAS grants you the right to use the DATABASE, for research purposes ONLY. For this purpose, you may edit, format, or otherwise modify the DATABASE provided that the unmodified portions of the DATABASE included in a modified work shall remain subject to the terms of this Agreement.

  2. COPYRIGHT The DATABASE is owned by MIAS and is protected by United Kingdom copyright laws, international treaty provisions and all other applicable national laws. Therefore you must treat the DATABASE like any other copyrighted material. If the DATABASE is used in any publications then reference must be made to the DATABASE within that publication.

  3. OTHER RESTRICTIONS You may not rent, lease or sell the DATABASE.

  4. LIABILITY To the maximum extent permitted by applicable law, MIAS shall not be liable for damages, other than death or personal injury, whatsoever (including without limitation, damages for negligence, loss of business, profits, business interruption, loss of business information, or other pecuniary loss) arising out of the use of or inability to use this DATABASE, even if MIAS has been advised of the possibility of such damages. In any case, MIAS's entire liability under this Agreement shall be limited to the amount actually paid by you or your assignor, as the case may be, for the DATABASE.

Inspiration

Automatically finding lesions would be a very helpful tool for physicians, also predicting malignancy based on a found/marked lesion

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