Title :
Neural network application for primary local recognition and nonlinear adaptive filtering of images
Author :
Dolia, Alexander N. ; Burian, Adrian ; Lukin, Vladimir V. ; Rusu, Corneliu ; Kurekin, Andrew A. ; Zelensky, Alexander A.
Author_Institution :
Dept. 507, State Airspace Univ., Kharkov, Ukraine
Abstract :
An approach to neural network (NN) application to image local recognition based on several statistical parameter evaluations in a scanning window and their further joint analysis is put forward. Ways to deal with the images corrupted by dominant multiplicative or additive noise are discussed. The NN learning and structure selection methodologies are considered. The neural network classifier performance is analysed for the training and verification data sets. The possible applications of primary image recognition results, in particular, for further nonlinear locally adaptive filtering of images are proposed. The corresponding numerical simulation results proving the efficiency of considered techniques are proposed
Keywords :
adaptive filters; image recognition; neural nets; nonlinear filters; statistical analysis; dominant additive noise; dominant multiplicative noise; neural network application; neural network classifier; nonlinear adaptive filtering; nonlinear locally adaptive filtering; primary image recognition results; primary local recognition; scanning window; statistical parameter evaluations; structure selection methodologies; training data sets; verification data sets; Adaptive filters; Additive noise; Biological neural networks; Gaussian noise; Image analysis; Image edge detection; Image recognition; Neural networks; Object detection; Pixel;
Conference_Titel :
Electronics, Circuits and Systems, 1999. Proceedings of ICECS '99. The 6th IEEE International Conference on
Conference_Location :
Pafos
Print_ISBN :
0-7803-5682-9
DOI :
10.1109/ICECS.1999.813241