Vinod,V.V. , Chaudhury,S., Ghose,S. and Mukherjee,Jayanta (1992):
A connectionist approach for peak detection in Hough Space, in
Pattern Recognition, 25(10), 1253-1264..
Abstract.
Peak detection in multidimensional parameter space is an important aspect of
feature detection using the Hough transform. In this paper a connectionist
network is presented for detecting peaks in multidimensional Hough space. The
neural network implementation successfully uses circumstantial evidence and
detects multiple winners over the parameter space such that these winners
correspond to parameters of features in the image. The dynamics of the network
has been analyzed and the conditions for convergence have been established.
Experimental results obtained by applying the network for detecting straight
lines in three images are presented. The results obtained are promising.