York Cardiac MRI Dataset
York University Cardiac MRI Dataset
Short-axis cine cardiac MRI of 33 children and adolescents from the Hospital for Sick Children, Toronto, mostly with heart abnormalities: 7980 images over 20 frames per subject, with manual LV endocardial and epicardial contours on 5011 images.
Overview
The York University Cardiac MRI Dataset is a collection of short-axis cine cardiac MR sequences from 33 young patients, together with manual contours of the left ventricle. Alexander Andreopoulos and John Tsotsos at York University assembled it to train and test 3D active appearance models and 2D plus time active shape models for left ventricle segmentation, and released it with their 2008 Medical Image Analysis paper. The images come from the Department of Diagnostic Imaging of the Hospital for Sick Children in Toronto.
Composition
Each of the 33 subjects has one sequence of exactly 20 frames over the cardiac cycle, with 8 to 15 short-axis slices, giving 7980 2D images in total. All subjects were younger than 18. The paper describes most of them as having heart abnormalities such as cardiomyopathy, aortic regurgitation, enlarged ventricles or ischemia. A metadata file gives the age and a short free-text diagnosis or history note per subject. Images and contours are MATLAB .mat files, one per subject, and the images are the raw values of the original 16-bit DICOM files.
Acquisition
Scans were made on a GE Genesis Signa scanner with the FIESTA protocol. Each slice is 256 x 256 pixels. Pixel spacing ranges from 0.93 to 1.64 mm and the spacing between slices from 6 to 13 mm; the metadata file lists both per subject. The field strength is not reported.
Annotations
The first author manually traced the endocardial and epicardial borders of the left ventricle on every image where both were visible, which gave 5011 annotated images and 10,022 contours. Papillary muscles and trabeculae were kept inside the cavity. Each contour has 32 points in pixel coordinates and starts at the right and left ventricle junction nearest the posterior interventricular sulcus. Small MATLAB scripts for overlaying contours on images are provided.
Known limitations
- Single centre, single scanner, small paediatric cohort.
- One annotator, with no reported second reading.
- Only the left ventricle is outlined; slices where either border was not visible have no contours.
- Diagnoses are short free-text notes rather than coded categories, and no group sizes are reported.
Cohort
Aggregate numbers from the sources below. Bars are relative to the 33 subjects.
Contrast / sequence
subjects, values can overlap
- Cine MRI 33 100%
Scanner vendor
subjects
- GE HealthCare 33 100%
Country
subjects
- Canada 33 100%
License and access
Our reading of the license, not legal advice. Before you use the data, read the original license and confirm that your use is allowed. We take no responsibility for how you use a dataset. Full disclaimer
Download without an account
York University Cardiac MRI Dataset terms of use (dataset web page)
Not a formal license. The dataset page says use is free of charge, asks users to cite the 2008 Medical Image Analysis paper, and states that the data is provided for research purposes only, without warranties or liability.
What you can do
- Conditional
- Conditional
- Not stated
- Yes
What you can share
- Not stated
- Share derived data Not stated
- Share trained models Not stated
What you must do
- Yes
- Share alike No
- No
- No
- Manuscript review No
- Release code No
- Return results No
- Delete after use No
Limits
- No
- Location limits No
Citation
Andreopoulos A, Tsotsos JK. Efficient and Generalizable Statistical Models of Shape and Appearance for Analysis of Cardiac MRI. Medical Image Analysis 12(3), 335-357 (2008). doi:10.1016/j.media.2007.12.003
All numbers
Every number on this page, as stored in stats.csv, with its source.
| Measure | Breakdown | Value | Source |
|---|---|---|---|
| Subjects | total | 33 | andreopoulos2008 Section 3.1 |
| Images | total 2D short-axis images: 20 frames and 8 to 15 slices per subject | 7,980 | andreopoulos2008 Section 3.1 |
| Images | contrast=cine FIESTA cine sequences | 7,980 | andreopoulos2008 Section 3.1 |
| Subjects | contrast=cine | 33 | andreopoulos2008 Section 3.1 |
| Subjects | vendor=ge GE Genesis Signa scanner | 33 | andreopoulos2008 Section 3.1 |
| Subjects | country=CA Hospital for Sick Children | 33 | andreopoulos2008 Section 3.1 |
Sources
The keys used in the table above.
- andreopoulos2008 Andreopoulos and Tsotsos 2008, Medical Image Analysis (author PDF once linked from the dataset page) paper
- yorku-datasets-page Tsotsos Lab datasets page, Cardiac MRI Dataset section website