FLBP: Fuzzy Local Binary Patterns

作者: Stamos Katsigiannis , Eystratios Keramidas , Dimitris Maroulis

DOI: 10.1007/978-3-642-39289-4_7

关键词:

摘要: In this chapter, a variant of the Local Binary Patterns method that extends ability to cope with noisy texture by utilizing fuzzy modelling techniques is presented. The presented generalised Fuzzy model applied classic as well Contrast measure method, resulting respective logic based methods. Supervised classification experiments were conducted on wide range natural and medical images, degraded different types intensities additive noise, in order evaluate efficiency its fusion other proposed methods outperform for all images indicating coping uncertainty introduced due noise.

参考文章(43)
Witold Pedrycz, Anna Maria Fanelli, Alfredo Petrosino, Fuzzy Logic and Applications ,(2008)
M. R. Kaus, S. K. Warfield, A. Nabavi, E. Chatzidakis, P. M. Black, F. A. Jolesz, R. Kikinis, Segmentation of Meningiomas and Low Grade Gliomas in MRI medical image computing and computer assisted intervention. pp. 1- 10 ,(1999) , 10.1007/10704282_1
Haussecker Jahne, Geissler, None, Handbook of computer vision and applications Academic Press. ,(1999)
Maria Petrou, Panagiota Bosdogianni, Image Processing: The Fundamentals John Wiley & Sons, Inc.. ,(1999)
Christopher M. Bishop, Neural networks for pattern recognition ,(1995)
Adel Hafiane, Guna Seetharaman, Bertrand Zavidovique, Median binary pattern for textures classification international conference on image analysis and recognition. pp. 387- 398 ,(2007) , 10.1007/978-3-540-74260-9_35
Petr Sucharda, Ludvik Tesar, Radim Sara, Daniel Smutek, Different types of image texture features in ultrasound of patients with lymphocytic thyroiditis Proceedings of the 1st international symposium on Information and communication technologies. pp. 100- 102 ,(2003) , 10.5555/963600.963620
Gouchol Pok, Keun Ho Ryu, Jyh-charn Lyu, Rotation and Gray-Scale Invariant Classification of Textures Improved by Spatial Distribution of Features Lecture Notes in Computer Science. pp. 250- 259 ,(2005) , 10.1007/11546924_25
Russell Muzzolini, Yee-Hong Yang, Roger Pierson, Texture characterization using robust statistics Pattern Recognition. ,vol. 27, pp. 119- 134 ,(1994) , 10.1016/0031-3203(94)90022-1