Nb. Karayiannis et al., Extraction of motion strength and motor activity signals from video recordings of neonatal seizures, IEEE MED IM, 20(9), 2001, pp. 965-980
Citations number
50
Categorie Soggetti
Radiology ,Nuclear Medicine & Imaging","Eletrical & Eletronics Engineeing
This paper presents two methods developed to extract quantitative informati
on from video recordings of neonatal seizures in the form of temporal motio
n strength and motor activity signals. Motion strength signals are extracte
d by measuring the area of the body parts that move during the seizure and
the relative speed of motion using a combination of spatiotemporal subband
decomposition of video, nonlinear filtering, and segmentation. Motor activi
ty signals are extracted by tracking selected anatomical sites during the s
eizure using a modified version of a feature-tracking procedure developed f
or video, known as the Kanade-Lucas-Tomasi (KLT) algorithm. The experiments
indicate that the temporal signals produced by the proposed methods provid
e the basis for differentiating myoclonic from focal clonic seizures and di
stinguishing these types of neonatal seizures from normal infant behaviors.