Comparative Study on Interaction of Form and Motion Processing Streams by Applying Two Different Classifiers in Mechanism for Recognition of Biological Movement
Joint Authors
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-09-03
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Research on psychophysics, neurophysiology, and functional imaging shows particular representation of biological movements which contains two pathways.
The visual perception of biological movements formed through the visual system called dorsal and ventral processing streams.
Ventral processing stream is associated with the form information extraction; on the other hand, dorsal processing stream provides motion information.
Active basic model (ABM) as hierarchical representation of the human object had revealed novelty in form pathway due to applying Gabor based supervised object recognition method.
It creates more biological plausibility along with similarity with original model.
Fuzzy inference system is used for motion pattern information in motion pathway creating more robustness in recognition process.
Besides, interaction of these paths is intriguing and many studies in various fields considered it.
Here, the interaction of the pathways to get more appropriated results has been investigated.
Extreme learning machine (ELM) has been implied for classification unit of this model, due to having the main properties of artificial neural networks, but crosses from the difficulty of training time substantially diminished in it.
Here, there will be a comparison between two different configurations, interactions using synergetic neural network and ELM, in terms of accuracy and compatibility.
American Psychological Association (APA)
Yousefi, Bardia& Loo, Chu Kiong. 2014. Comparative Study on Interaction of Form and Motion Processing Streams by Applying Two Different Classifiers in Mechanism for Recognition of Biological Movement. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1050771
Modern Language Association (MLA)
Yousefi, Bardia& Loo, Chu Kiong. Comparative Study on Interaction of Form and Motion Processing Streams by Applying Two Different Classifiers in Mechanism for Recognition of Biological Movement. The Scientific World Journal No. 2014 (2014), pp.1-12.
https://search.emarefa.net/detail/BIM-1050771
American Medical Association (AMA)
Yousefi, Bardia& Loo, Chu Kiong. Comparative Study on Interaction of Form and Motion Processing Streams by Applying Two Different Classifiers in Mechanism for Recognition of Biological Movement. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1050771
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1050771