The Digital Database for Screening Mammography (DDSM) is a resource for use by the mammographic image analysis research community. Primary support for this project was a grant from the Breast Cancer Research Program of the U.S. Army Medical Research and Materiel Command. The DDSM project is a collaborative effort involving co-p.i.s at the Massachusetts General Hospital (D. Kopans, R. Moore), the University of South Florida (K. Bowyer), and Sandia National Laboratories (P. Kegelmeyer). Additional cases from Washington University School of Medicine were provided by Peter E. Shile, MD, Assistant Professor of Radiology and Internal Medicine. Additional collaborating institutions include Wake Forest University School of Medicine (Departments of Medical Engineering and Radiology), Sacred Heart Hospital and ISMD, Incorporated. The primary purpose of the database is to facilitate sound research in the development of computer algorithms to aid in screening. Secondary purposes of the database may include the development of algorithms to aid in the diagnosis and the development of teaching or training aids. The database contains approximately 2,500 studies. Each study includes two images of each breast, along with some associated patient information (age at time of study, ACR breast density rating, subtlety rating for abnormalities, ACR keyword description of abnormalities) and image information (scanner, spatial resolution, ...). Images containing suspicious areas have associated pixel-level "ground truth" information about the locations and types of suspicious regions. Also provided are software both for accessing the mammogram and truth images and for calculating performance figures for automated image analysis algorithms.
The Digital Database for Screening Mammography is organized into "cases" and "volumes." A "case" is a collection of images and information corresponding to one mammography exam of one patient. A "volume" is simply a collection of cases collected together for purposes of ease of distribution. All volumes are available on 8mm tape. Normally all (or almost all) volumes are also available on-line. The README file explaining "everything" about the database is available, and many answers to questions about the database are listed below.
VOLUME | CASES | SIZE | SCANNER | BITS | RESOLUTION | THUMBNAILS | NOTES | AVAILABILITY |
---|---|---|---|---|---|---|---|---|
normal_01 | 111 | 5.8 GB | DBA | 16 | 42 microns | thumbnails | notes | ftp |
normal_02 | 117 | 6.6 GB | DBA | 16 | 42 microns | thumbnails | notes | ftp |
normal_03 | 38 | 4.1 GB | DBA | 16 | 42 microns | thumbnails | notes | ftp |
normal_04 | 57 | 5.1 GB | DBA | 16 | 42 microns | thumbnails | notes | ftp |
normal_05 | 47 | 4.3 GB | DBA | 16 | 42 microns | thumbnails | notes | ftp |
normal_06 | 60 | 5.5 GB | DBA | 16 | 42 microns | thumbnails | notes | ftp |
normal_07 | 78 | 6.2 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
normal_08 | 27 | 2.8 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
normal_09 | 59 | 4.9 GB | LUMYSIS | 12 | 50 microns | thumbnails | notes | ftp |
normal_10 | 23 | 2.1 GB | LUMYSIS | 12 | 50 microns | thumbnails | notes | ftp |
normal_11 | 58 | 6.1 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
normal_12 | 20 | 2.2 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
cancer_01 | 69 | 3.9 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
cancer_02 | 88 | 5.7 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
cancer_03 | 66 | 6.0 GB | DBA | 16 | 42 microns | thumbnails | notes | ftp |
cancer_04 | 31 | 2.8 GB | DBA | 16 | 42 microns | thumbnails | notes | ftp |
cancer_05 | 83 | 6.6 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
cancer_06 | 56 | 6.3 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
cancer_07 | 52 | 6.1 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
cancer_08 | 55 | 6.0 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
cancer_09 | 81 | 6.5 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
cancer_10 | 59 | 6.6 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
cancer_11 | 59 | 5.9 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
cancer_12 | 80 | 6.8 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
cancer_13 | 21 | 2.0 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
cancer_14 | 42 | 4.6 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
cancer_15 | 72 | 6.0 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
benign_01 | 80 | 6.5 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
benign_02 | 69 | 6.9 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
benign_03 | 64 | 6.7 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
benign_04 | 81 | 6.5 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
benign_05 | 62 | 6.5 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
benign_06 | 74 | 6.1 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
benign_07 | 61 | 6.1 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
benign_08 | 64 | 6.5 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
benign_09 | 75 | 6.1 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
benign_10 | 21 | 2.1 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
benign_11 | 62 | 6.5 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
benign_12 | 64 | 6.4 GB | HOWTEK | 12 | 43.5 microns | thumbnails | notes | ftp |
benign_13 | 72 | 6.1 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
benign_14 | 21 | 2.1 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
bwc_01 | 75 | 6.4 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
bwc_02 | 66 | 5.9 GB | LUMISYS | 12 | 50 microns | thumbnails | notes | ftp |
bwc = benign_without_callback |
Link | Description |
---|---|
software_v1.1.tar.Z | Software for viewing cases in the DDSM database. This code is somewhat outdated. You might try using the software in heathusf_v1.1.0.html for decompressing and converting images and ground truth to other formats. |
Manual.html | Documentation on the use of the viewing software. |
JpegInfo.html | Source code from the Portable Video Research Group for the lossless JPEG compression program. |
heathusf_v1.1.0.html | Source code for software that that can be used to extract images and ground truth from DDSM cases.
It also includes a mass detection algorithm and performance assessment software. Version
1.1.0 was made available on August 3, 2000. It contains additional source code for a program
to display mammography images in X-Windows.
IWDM 2000 paper outlining use of software. M. D. Heath and K. W. Bowyer, "Mass detection by Relative Image Intensity", in The Proceedings of the 5th International Conference on Digital Mammography (Toronto, Canada, June 2000), Medical Physics Publishing (Madison, WI), ISBN 1-930524-00-5. |
MGH | WFUSM | |
2.06 | 0.2 | |
4.12 | 20.4 | |
6.55 | 1.8 | |
0.00 | 0.1 | |
0.75 | 0.1 | |
30.34 | 0.3 | |
56.18 | 77.0 |
Note: The Digital Database for Screening Mammography (DDSM) was developed through a grant from the DOD Breast Cancer Research Program, US Army Research and Material Command DAMD17-94-J-4015.