Title :
Automated extraction of temporal motor activity signals from video recordings of neonatal seizures based on adaptive block matching
Author :
Karayiannis, Nicolaos B. ; Sami, Abdul ; Frost, James D., Jr. ; Wise, Merrill S. ; Mizrahi, Eli M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Houston, TX, USA
fDate :
4/1/2005 12:00:00 AM
Abstract :
This paper presents an automated procedure developed to extract quantitative information from video recordings of neonatal seizures in the form of motor activity signals. This procedure relies on optical flow computation to select anatomical sites located on the infants´ body parts. Motor activity signals are extracted by tracking selected anatomical sites during the seizure using adaptive block matching. A block of pixels is tracked throughout a sequence of frames by searching for the most similar block of pixels in subsequent frames; this search is facilitated by employing various update strategies to account for the changing appearance of the block. The proposed procedure is used to extract temporal motor activity signals from video recordings of neonatal seizures and other events not associated with seizures.
Keywords :
biomechanics; biomedical optical imaging; image matching; image motion analysis; image sequences; medical image processing; neurophysiology; paediatrics; video signal processing; adaptive block matching; automated temporal motor activity signal extraction; infant body parts; neonatal seizures; optical flow computation; video recordings; Biomedical imaging; Data mining; Image motion analysis; Monitoring; Optical computing; Optical recording; Pediatrics; Personnel; Tracking; Video recording; Adaptive block matching; block matching; motion tracking; motor activity signal; neonatal seizure; optical flow; segmentation; video recording; Algorithms; Artificial Intelligence; Cluster Analysis; Feedback; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Infant, Newborn; Infant, Newborn, Diseases; Information Storage and Retrieval; Intensive Care, Neonatal; Models, Biological; Monitoring, Physiologic; Motor Activity; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Seizures; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Subtraction Technique; Video Recording;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2005.845154