MR-ART (ds004173)
Movement-related artefacts (MR-ART) dataset
Brain T1-weighted MRI of healthy adults scanned three times, once lying still and twice while nodding on cue, to test how head motion affects image analysis and to validate motion correction. Each scan carries a neuroradiologist image quality score and automated quality metrics.
Overview
MR-ART pairs motion-free and motion-corrupted structural brain MRI from the same people. Researchers at the Brain Imaging Centre of the Research Centre for Natural Sciences in Budapest scanned healthy adults three times in one session with an identical T1-weighted protocol: once while holding still and twice while nodding on a visual cue. The result is a real-world test set for checking how sensitive analysis software is to head motion, for validating retrospective motion correction and for training automatic quality control. The data are on OpenNeuro under CC0.
Composition
148 healthy adult volunteers (95 female) aged 18 to 75, median age 25.16 years, with no reported neurological or psychiatric history. Most are in their twenties. Each subject has a standard scan without motion and scans with low (HM1) and high (HM2) levels of head motion. For 8 subjects one of the two motion scans is missing because of acquisition issues, which gives 436 T1-weighted volumes in total. Age and sex are in participants.tsv.
Acquisition
All scans were acquired between 2019 and 2021 on a Siemens Magnetom Prisma 3 T scanner with a 20-channel head-neck coil. The sequence is a 3D MPRAGE at 1 mm isotropic resolution (TR 2300 ms, TE 3 ms, TI 900 ms, flip angle 9 degrees, GRAPPA 2). For the motion scans the word "MOVE" appeared on screen for 5 seconds, 5 times during HM1 and 10 times during HM2, and participants nodded once per cue. Images were converted to BIDS with dcm2bids and defaced with PyDeface.
Annotations
Two neuroradiologists with over ten years of experience, blind to the acquisition condition, rated every scan for clinical usability on a 3-point scale: 1 good, 2 medium, 3 bad (unusable for diagnosis). Each scan was rated by one of them, after the two calibrated on 100 independent scans. Scores are in derivatives/scores.tsv. MRIQC 0.16.1 image quality metrics and HTML reports are included for every scan.
Known limitations
Single site, single scanner and a single motion pattern (nodding in the sagittal plane). The cohort is young and skewed toward women. Each scan has one rater, so inter-rater agreement is not reported. Only T1-weighted images are included.
Cohort
Aggregate numbers from the sources below. Bars are relative to the 148 subjects.
Sex
- Female 95 64%
- Male 53 36%
Methods: Participants in Nárai et al. 2022, Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans, Scientific Data; sex in participants.tsv of ds004173 (CC0)
Contrast / sequence
Groups can overlap
- T1-weighted 148 100%
Methods: Image acquisition in Nárai et al. 2022, Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans, Scientific Data
Scanner vendor
- Siemens Healthineers 148 100%
Methods: Image acquisition in Nárai et al. 2022, Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans, Scientific Data
Country
- Hungary 148 100%
Methods: Participants in Nárai et al. 2022, Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans, Scientific Data
Age
mean 30, median 25.2, range 18.2 to 74.8
age in participants.tsv of ds004173 (CC0); Methods: Participants in Nárai et al. 2022, Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans, Scientific Data
Condition
Groups can overlap
- Healthy control 148 100%
Methods: Participants in Nárai et al. 2022, Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans, Scientific Data
Field strength
- 3 T 148 100%
Methods: Image acquisition in Nárai et al. 2022, Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans, Scientific Data
Age by sex
Reported cross table. Missing cells were not published (fewer than 10 or not reported).
- 1230-3910
- 5820-2928
- 1118-19n/a
sex, age in participants.tsv of ds004173 (CC0)
Contrast combinations
How many subjects have exactly each set of contrasts.
| T1w | Subjects with exactly this set |
|---|---|
148 |
Methods: Image acquisition in Nárai et al. 2022, Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans, Scientific Data
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
Creative Commons Zero 1.0 Universal
Public domain dedication. Do anything with the data, including commercial use, without asking and without having to give credit.
dataset_description.json of snapshot 1.0.2 states "License" CC0.
What you can do
- Yes
- Yes
- Yes
- Yes
- Yes
What you can share
- Yes
- Yes
- Yes
What you must do
- No
- Share alike No
- No
- No
- Manuscript review No
- Release code No
- Return results No
- Delete after use No
Limits
- No
- Location limits No
Citation
Nárai Á, Hermann P, Auer T, et al. Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans. Scientific Data 9, 630 (2022). doi:10.1038/s41597-022-01694-8
Sources
Every number on this page comes from one of these documents. Each chart names the table or page it is taken from. The raw numbers are in stats.csv.
- Nárai et al. 2022, Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans, Scientific Data paper
- OpenNeuro ds004173 snapshot 1.0.2 (README, dataset_description.json and snapshot summary) website
- participants.tsv of ds004173 (CC0) computed
- derivatives/scores.tsv of ds004173 (CC0), one row per T1w scan computed