Title :
Orientation map: a reaction-diffusion based model
Author :
Bhaumik, Basabi ; Markan, Chota M.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol., New Delhi, India
Abstract :
We show that models for orientation map formation, which invoke convolution in the dynamic equation, are in fact invoking non-local reaction diffusion. In the early stages of development it is unlikely that non-local interactions take place. We present a nonlinear reaction diffusion model based on near neighbour interaction for formation of orientation map. Besides capturing all the essential topological qualities of experimental orientation, our model also deals with the interspecies variations in the orientation map
Keywords :
Hebbian learning; convolution; filtering theory; neural nets; neurophysiology; physiological models; topology; vision; Hebbian learning; convolution; feature maps; filtering; near neighbour interaction; orientation map; reaction diffusion model; topology; visual cortex; Band pass filters; Brain modeling; Computer science; Convolution; Educational technology; Gaussian processes; Kernel; Neurons; Nonlinear equations; Physics;
Conference_Titel :
Neural Networks, 2000. IJCNN 2000, Proceedings of the IEEE-INNS-ENNS International Joint Conference on
Conference_Location :
Como
Print_ISBN :
0-7695-0619-4
DOI :
10.1109/IJCNN.2000.857841