DocumentCode
2324073
Title
Vocal folds paralysis clasiffication using FLDA and PCA algorithms suported by an adapted block matching algorithm
Author
Zorrilla, Amaia Méndez ; Alba, Eneko Lopetegui ; Zapirain, Begoña García
Author_Institution
DeustoTech Inst. of Technol., Univ. of Deusto, Bilbao, Spain
fYear
2012
fDate
2-4 May 2012
Firstpage
1
Lastpage
4
Abstract
Movement study in vocal folds recordings is basic to detect pathologies related to the movement, and specially the vocal folds paralysis. This approach involves four process steps: 1) a preprocessing stage 2) the analysis of the image textures applying Gabor filtering for the segmentation of the glottal area, 3) an adapted block matching algorithm using the Exhaustive Search method, and 4) classification using FLDA (Fisher´s Linear Discriminant Analysis) and PCA (Principal Component Analysis) techniques. The adaptation of the block matching algorithm is made due to the heterogeneous nature of the ROI of each frame of the video sequence. The results show that our proposal works correctly to detect automatically vocal folds with paralysis and to distinguish them from healthy or pathological vocal folds with accuracy over the 95%. There is also shown the classification of the correct pathology over the 65% of the cases.
Keywords
Gabor filters; image classification; image matching; image segmentation; image sequences; image texture; medical image processing; object detection; principal component analysis; search problems; video signal processing; FLDA algorithms; Fisher linear discriminant analysis; Gabor filtering; PCA algorithms; ROI; adapted block matching algorithm; exhaustive search method; glottal area segmentation; image texture analysis; pathology detection; preprocessing stage; principal component analysis; video sequence; vocal folds paralysis classification; vocal folds recordings; Algorithm design and analysis; Feature extraction; Gabor filters; Image segmentation; Pathology; Principal component analysis; Training; Block Matching; FLDA; PCA; Vocal Folds Paralysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Communications Control and Signal Processing (ISCCSP), 2012 5th International Symposium on
Conference_Location
Rome
Print_ISBN
978-1-4673-0274-6
Type
conf
DOI
10.1109/ISCCSP.2012.6217810
Filename
6217810
Link To Document