Title :
Quadratic Recurrent Finite Impulse Response MLP for Indirect Immunofluorescence Image Recognition
Author :
Codrescu, Cristinel
Author_Institution :
Univ. of Salzburg, Salzburg, Austria
Abstract :
The I3A2014 contest participants had to design and implement a pattern recognition system able to classify the cells belonging to HEp-2 images in one of six pattern classes. We propose the QR-FIRMLP architecture, an extension of the finite impulse response multilayer perceptron (FIRMLP). The FIRMLP is a multilayer perceptron where the static weights have been replaced by finite impulse response filters. We have extended this architecture by replacing some sigmoidal layers with quadratic ones and adding recurrent connections to the FIR neurons.
Keywords :
FIR filters; image recognition; medical image processing; multilayer perceptrons; FIR neurons; QR-FIRMLP architecture; finite impulse response filters; finite impulse response multilayer perceptron; indirect immunofluorescence image recognition; quadratic recurrent finite impulse response MLP; sigmoidal layers; Biological neural networks; Computer architecture; Finite impulse response filters; Kernel; Neurons; Training; Vectors; HEp-2 cell classification; medical image recognition; neural network; pattern recognition;
Conference_Titel :
Pattern Recognition Techniques for Indirect Immunofluorescence Images (I3A), 2014 1st Workshop on
Conference_Location :
Stockholm
DOI :
10.1109/I3A.2014.14
