title: Comparative study on interaction of form and motion processing streams by applying two different classifiers in mechanism for recognition of biological movement.
abstract: 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.
authors.affiliation: Department of Artificial Intelligence, Faculty of Computer Science and Information Technology, University of Malaya, 50603 Kuala Lumpur, Malaysia.
authors.forename: Bardia
authors.identifier: 0000-0003-3121-4573
authors.initials: B
authors.lastname: Yousefi
authors.affiliation: Department of Artificial Intelligence, Faculty of Computer Science and Information Technology, University of Malaya, 50603 Kuala Lumpur, Malaysia.
authors.forename: Chu Kiong
authors.identifier: 0000-0001-7867-2665
authors.initials: CK
authors.lastname: Loo
mesh_terms: D000465:Algorithms; D001931:Brain Mapping; D003198:Computer Simulation; D017143:Fuzzy Logic; D006801:Humans; D008959:Models, Neurological; D009038:Motion; D009039:Motion Perception / Q000502:physiology*; D009068:Movement / Q000502:physiology; D009415:Nerve Net / Q000502:physiology; D016571:Neural Networks, Computer; D010364:Pattern Recognition, Visual / Q000502:physiology*; D010775:Photic Stimulation; D011597:Psychomotor Performance / Q000502:physiology