SEGMENTATION OF OCT SKIN IMAGES BY CLASSIFICATION OF SPECKLE STATISTICAL PARAMETERS

被引:8
作者
Ali, Mcheik [1 ]
Hadj, Batatia [1 ]
机构
[1] Univ Toulouse, F-31071 Toulouse, France
来源
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING | 2010年
关键词
OCT; segmentation; speckle modeling; tissue characterization; OPTICAL COHERENCE TOMOGRAPHY; REDUCTION; TEXTURE;
D O I
10.1109/ICIP.2010.5653019
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper deals with segmentation of dermatological OCT images. Classic image segmentation techniques fail to produce accurate results due to the wide presence of speckle. We propose using speckle as source of information in the segmentation process. Different statistical models are analyzed in terms of their ability to differentiate skin layers. The local speckle parameters are used as a features-vector to classify, in a supervised way, different regions. Experimental results are presented using a corpus of twenty three real images delineated by experts. These confirm the potential of the method to generate useful data for robust segmentation.
引用
收藏
页码:613 / 616
页数:4
相关论文
共 10 条
[1]   Statistics and reduction of speckle in optical coherence tomography [J].
Bashkansky, M ;
Reintjes, J .
OPTICS LETTERS, 2000, 25 (08) :545-547
[2]  
Conover W. J., 1999, Wiley Series in Probability and Statistics
[3]  
Fercher AF, 2003, REP PROG PHYS, V66, P239, DOI 10.2184/lsj.31.635
[4]  
Goodman J. W., 2007, Speckle phenomena in optics: theory and applications
[5]   Texture, analysis of optical coherence tomography images: feasibility for tissue classification [J].
Gossage, KW ;
Tkaczyk, TS ;
Rodriguez, JJ ;
Barton, JK .
JOURNAL OF BIOMEDICAL OPTICS, 2003, 8 (03) :570-575
[6]   Texture analysis of speckle in optical coherence tomography images of tissue phantoms [J].
Gossage, KW ;
Smith, CM ;
Kanter, EM ;
Hariri, LP ;
Stone, AL ;
Rodriguez, JJ ;
Williams, SK ;
Barton, JK .
PHYSICS IN MEDICINE AND BIOLOGY, 2006, 51 (06) :1563-1575
[7]  
HILLMAN TR, 2006, OPTICS LETT, V31
[8]   Speckle reduction in optical coherence tomography by "path length encoded" angular compounding [J].
Iftimia, N ;
Bouma, BE ;
Tearney, GJ .
JOURNAL OF BIOMEDICAL OPTICS, 2003, 8 (02) :260-263
[9]   Statistics of envelope of high-frequency ultrasonic backscatter from human skin in vivo [J].
Raju, BI ;
Srinivasan, MA .
IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2002, 49 (07) :871-882
[10]   Optical coherence tomography (OCT): A review [J].
Schmitt, JM .
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 1999, 5 (04) :1205-1215