THE OREGON-MASSACHUSETTS MAMMOGRAPHY DATABASE

 Daniel Haehn (Chair), Nurit Haspel,  Dan Simovici

 

March 31st 2026

Avanith Kanamarlapudi

University of Massachusetts Boston

 

OMAMA-DB

Committee Members:

 

Breast cancer is the most common cancer among women worldwide.

2024 5th International Conference for Emerging Technology (INCET). IEEE, 2024.

Published in:
 

2024 2nd International Conference on Advancement in Computation & Computer Technologies (InCACCT). IEEE, 2024.

Published in :

 

SPIE Journal of Medical Imaging (JMI) Special Issue “Peer-Validated Resources for Medical Imaging: Datasets, Software, and Benchmarks

Submitted to :

Started in 2020 and funded by

2D

256x256.tar(3.0 GB)

1024x1024.tar(97.8 GB)

Original_2d.tar(741.3 GB)

512x512.tar(23.4 GB)

3D

3d.tar(7.9 TB)

4-Views

{

Patient ID: DHVGGTHM5AB2

View: cranio-caudal

WindowCenter: [2575.0, 2653.0, 2479.0]

WindowWidth: [900.0, 750.0, 1050.0]

WindowCenterWidthExplanation: ["NORMAL", "HARDER", "SOFTER"]

ImagerPixelSpacing: [0.094090909, 0.094090909]

ImageLaterality: "R",

coords: [401, 112, 498, 219]

score: 0.8513884544372559,

label: IndexCancer

}

JSON File :

DatasetPublic Images
DDSM10,480
MIAS322
INbreast410*
CMMD5,202
VinDr-Mammo20,000
OPTIMAM3,072,878*
EMBED480,323*
OMAMA-DB (Ours)231,080

Dataset Comparison

Download Stats

Global Usage

  • 65% of downloads from USA  
  • 79% of downloads are 2D  
  • Used Worldwide

Top users:

  • Students
  • Researchers
  • Universities

Dataset Creation

Dataset Creation

NonCancer

IndexCancer

PreIndexCancer

 

Laterality : L/R

 

Dataset Creation

46 x 56 px

512 x 564 px

Dataset Creation

Hologic, lnc

GE Medical Systems

Dataset Creation

Multiple Views

Duplicate Studies

Dataset Creation

Corrupted Dicom Headers

Missing Pixel Data

Dataset Creation

5-BHIST Filtering

VAE Filtering

Outlier Detection (ODM)

 Medical Imaging with Deep Learning 2023

Published in :

Dataset Creation

Dataset Creation

{

Patient ID: DHVGGTHM5AB2

View: cranio-caudal

WindowCenter: [2575.0, 2653.0, 2479.0]

WindowWidth: [900.0, 750.0, 1050.0]

WindowCenterWidthExplanation: ["NORMAL", "HARDER", "SOFTER"]

ImagerPixelSpacing: [0.094090909, 0.094090909]

ImageLaterality: "R",

coords: [401, 112, 498, 219]

score: 0.8513884544372559,

label: IndexCancer

}

JSON File :

Deepsight

Study-Level Input (4 Views) 

SAME RESULT

Image Level

Medgemma

Synthetic Classifier

   mpsych.org/omama

OMAMA-DB

By Avanith Kanamarlapudi