Name
Abstract | ||
|---|---|---|
Mapping human brain networks has gained significant interest in the last few years, as it offers novel perspectives on the brain structure and function. However, most previous approaches were dedicated to a single resolution or scale of brain network, though the brain networks are multi-scale in nature. This paper presents a novel approach to constructing multi-scale structural brain networks from DTI images via multi-scale spectral clustering of our recently developed and validated DICCCOLs (Dense Individualized and Common Connectivity-based Cortical Landmarks). Since the DICCCOL landmarks possess structural and functional correspondences across subjects, the constructed multi-scale networks also have intrinsically-established correspondences across different brains, which is a prominent feature of this network construction method. Experimental results demonstrated that the proposed method can generated consistent and common structural brain networks, which will lay down the foundation for many other network-based neuroimaging analyses in the future. |
Year | DOI | Venue |
|---|---|---|
2013 | 10.1109/ISBI.2013.6556566 | ISBI |
Keywords | Field | DocType |
dti images,multi-scale brain networks,multiscale structural brain network construction,intrinsically-established correspondences,neurophysiology,brain function,biodiffusion,dicccol landmarks,dicccol,network-based neuroimaging analysis,mapping human brain networks,functional correspondence across subjects,biomedical mri,dti,brain,dense individualized and common connectivity-based cortical landmarks,multiscale spectral clustering,structural correspondence across subjects,brain structure,medical image processing,clustering algorithms,diffusion tensor imaging,algorithm design and analysis | Brain mapping,Spectral clustering,Pattern recognition,Neurophysiology,Computer science,Brain Structure and Function,Brain morphometry,Human brain,Network construction,Artificial intelligence,Neuroimaging | Conference |
Volume | Issue | ISSN |
null | null | 1945-7928 |
ISBN | Citations | PageRank |
978-1-4673-6456-0 | 1 | 0.36 |
References | Authors | |
4 | 7 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Bao Ge | 1 | 29 | 6.07 |
| Lei Guo | 2 | 1661 | 142.63 |
| Tuo Zhang | 3 | 233 | 32.92 |
| Dajiang Zhu | 4 | 320 | 36.72 |
| Xintao Hu | 5 | 1 | 0.36 |
| Junwei Han | 6 | 3501 | 194.57 |
| Tianming Liu | 7 | 1033 | 112.95 |