DocumentCode
1837569
Title
Visual information processing in direct collision course - a simple computational model
Author
Dezhong, Yao ; Ling, Wang
Author_Institution
Sch. of Life Sci. & Technol., China Univ. of Electron. Sci. & Technol., Chengdu, China
fYear
2005
fDate
26-28 May 2005
Firstpage
131
Lastpage
134
Abstract
In the research of direct collision course, the computation of TTC, time to collision, is thought subjectively an important critical criteria. Formula τ ≈ θ/θ´ was usually utilized to calculate TTC where θ is the visual angle subtended by the looming object and θ´ is the derivative of θ over time. In this paper, we found that 1/τ can also be approximated by using a weighted combination of 1/(θ+B) and θ, where B is a constant. We then built a simple computational model by including an improved back propagation algorithm as a way of simulating the brain response patterns. The accurate estimation of TTC, relative definite physiological meaning of the hidden neurons, and the good plasticity and robustness of the model imply that it is a potential and realizable model and is very likely to imitate the physiological brain mechanism of the visual information processing in the direct collision course.
Keywords
backpropagation; collision avoidance; medical computing; neural nets; neurophysiology; visual perception; TTC computation; TTC estimation; back propagation algorithm; brain response pattern simulation; collision time; computational model; direct collision course; hidden neuron; model plasticity; model robustness; neural network; physiological brain mechanism; physiological meaning; visual angle; visual information processing; visual motion; weighted combination; Animals; Biological neural networks; Brain modeling; Computational modeling; Computer networks; Information processing; Neurons; Optical control; Robustness; Sun;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Interface and Control, 2005. Proceedings. 2005 First International Conference on
Print_ISBN
0-7803-8902-6
Type
conf
DOI
10.1109/ICNIC.2005.1499860
Filename
1499860
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