Improving the accuracy and reliability of motion tracking methods used for extracting temporal motor activity signals from video recordings of neonatal seizures.
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Abstract
This paper presents an approach for improving the accuracy and reliability of motion tracking methods developed for video based on block motion models. This approach estimates the displacement of a block of pixels between two successive frames by minimizing an error function defined in terms of the pixel intensities at these frames. The minimization problem is made analytically tractable by approximating the error function using a second-order Taylor expansion. The improved reliability of the proposed method is illustrated by its application in the extraction of temporal motor activity signals from video recordings of neonatal seizures.
Medical subject headings
- Artificial Intelligence
- Image Interpretation, Computer-Assisted
- Infant, Newborn, Diseases
- Motor Activity
- Pattern Recognition, Automated
- Seizures
- Video Recording