학술논문

Functional brain mapping with high-temporal resolution: introducing "evolutionary activation cells"
Document Type
Conference
Source
3rd IEEE International Symposium on Biomedical Imaging: Nano to Macro, 2006. Biomedical Imaging: Nano to Macro Biomedical Imaging: Nano to Macro, 2006. 3rd IEEE International Symposium on. :229-232 2006
Subject
Bioengineering
Computing and Processing
Signal Processing and Analysis
Brain mapping
Data mining
Image sequences
Image reconstruction
Magnetic domains
Electroencephalography
Information analysis
Magnetic analysis
Neuroscience
Acceleration
Language
ISSN
1945-7928
1945-8452
Abstract
Functional image sequences obtained from image reconstruction techniques applied to magneto and electroencephalography data convey a large amount of information in the space and time domains. Conventional approaches to their analysis necessitate considerable input from neuroscience experts to extract pertinent information. We introduce in this paper an automatic data sequencing procedure of these brain activation maps. Our main objective consists in facilitating and accelerating the extraction of spatiotemporal activation patterns of interest called activation cells. These cells are tracked across time with a consistent labeling strategy that follows a small set of predefined evolutionary scenarios. Resulting graphical synopsis are exemplified on the analysis of epileptic spike events and indicate satisfactory consistency with human expertise.