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Tractography-based connectomes are dominated by false-positive connections
- Publication Year :
- 2016
- Publisher :
- Cold Spring Harbor Laboratory, 2016.
-
Abstract
- Fiber tractography based on non-invasive diffusion imaging is at the heart of connectivity studies of the human brain. To date, the approach has not been systematically validated in ground truth studies. Based on a simulated human brain dataset with ground truth white matter tracts, we organized an open international tractography challenge, which resulted in 96 distinct submissions from 20 research groups. While most state-of-the-art algorithms reconstructed 90% of ground truth bundles to at least some extent, on average they produced four times more invalid than valid bundles. About half of the invalid bundles occurred systematically in the majority of submissions. Our results demonstrate fundamental ambiguities inherent to tract reconstruction methods based on diffusion orientation information, with critical consequences for the approach of diffusion tractography in particular and human connectivity studies in general.
- Subjects :
- Ground truth
Research groups
Computer science
Orientation (computer vision)
business.industry
[SCCO.NEUR]Cognitive science/Neuroscience
Pattern recognition
030218 nuclear medicine & medical imaging
White matter
03 medical and health sciences
Diffusion imaging
0302 clinical medicine
medicine.anatomical_structure
Connectome
medicine
Diffusion Tractography
Artificial intelligence
business
030217 neurology & neurosurgery
Tractography
Subjects
Details
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....a937a2780535aff2c8735433d68f62c9