Literature DB >> 25096789

Video analysis of Hammersmith lateral tilting examination using Kalman filter guided multi-path tracking.

Debi Prosad Dogra1, Vishal Badri, Arun Kumar Majumdar, Shamik Sural, Jayanta Mukherjee, Suchandra Mukherjee, Arun Singh.   

Abstract

Video object tracking plays an important role in many computer vision-aided applications. This paper presents a novel multi-path analysis-based video object tracking algorithm. Trajectory of the moving object is refined using a Kalman filter-based prediction method. The proposed algorithm has been used successfully to analyze one of the complex infant neurological examinations often referred to as Hammersmith lateral tilting test. This is an important test of the infant neurological assessment process, and this test is difficult to grade by visual observation. It has been shown in this paper that the proposed video object tracking algorithm can be used to analyze the videos of fast moving objects by incorporating application-specific information. For example, the proposed tracking algorithm can be used to assess lateral tilting test of the Hammersmith infant neurological examinations. The algorithm has been tested with several video recordings of this test which were captured at the neurodevelopment clinic of the SSKM Hospital, Kolkata, India during the period of the study. It is found that the proposed algorithm is capable of estimating the score for the test with high values of sensitivity and specificity.

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Year:  2014        PMID: 25096789     DOI: 10.1007/s11517-014-1178-2

Source DB:  PubMed          Journal:  Med Biol Eng Comput        ISSN: 0140-0118            Impact factor:   2.602


  7 in total

1.  Neurodevelopmental and functional outcomes of extremely low birth weight infants in the National Institute of Child Health and Human Development Neonatal Research Network, 1993-1994.

Authors:  B R Vohr; L L Wright; A M Dusick; L Mele; J Verter; J J Steichen; N P Simon; D C Wilson; S Broyles; C R Bauer; V Delaney-Black; K A Yolton; B E Fleisher; L A Papile; M D Kaplan
Journal:  Pediatrics       Date:  2000-06       Impact factor: 7.124

Review 2.  Ultrasound image segmentation: a survey.

Authors:  J Alison Noble; Djamal Boukerroui
Journal:  IEEE Trans Med Imaging       Date:  2006-08       Impact factor: 10.048

3.  State-based modeling and object extraction from echocardiogram video.

Authors:  Aditi Roy; Shamik Sural; Jayanta Mukherjee; Arun K Majumdar
Journal:  IEEE Trans Inf Technol Biomed       Date:  2008-05

4.  Toward automating Hammersmith pulled-to-sit examination of infants using feature point based video object tracking.

Authors:  Debi P Dogra; Arun K Majumdar; Shamik Sural; Jayanta Mukherjee; Suchandra Mukherjee; Arun Singh
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2011-12-07       Impact factor: 3.802

5.  Early neurologic assessment in preterm-infants: integration of traditional neurologic examination and observation of general movements.

Authors:  Domenico Marco Maurizio Romeo; Andrea Guzzetta; Mariacristina Scoto; Matteo Cioni; Pietro Patusi; Domenico Mazzone; Mario Giuseppe Romeo
Journal:  Eur J Paediatr Neurol       Date:  2007-09-18       Impact factor: 3.140

6.  Human pose tracking in monocular sequence using multilevel structured models.

Authors:  Mun Wai Lee; Ramakant Nevatia
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2009-01       Impact factor: 6.226

7.  Neuromotor development in infants with cerebral palsy investigated by the Hammersmith Infant Neurological Examination during the first year of age.

Authors:  Domenico M M Romeo; Matteo Cioni; Mariacristina Scoto; Luigi Mazzone; Filippo Palermo; Mario G Romeo
Journal:  Eur J Paediatr Neurol       Date:  2007-07-02       Impact factor: 3.140

  7 in total

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