Stochastic model for curvilinear structure reconstruction using morphological profiles

作者: Seong-Gyun Jeong , Yuliya Tarabalka , Josiane Zerubia

DOI: 10.1109/ICIP.2015.7351470

关键词:

摘要: In this work, we propose a stochastic model for curvilinear structure reconstruction using morphological profiles of path opening operator. We apply the support vector machine classifier to obtain initial probabilities belong line network each pixel. Then, formulate optimization problem that detects segments corresponding latent in scene. Experimental results on DNA filament and remote sensing images validate effectiveness proposed algorithm when compared other recent methods.

参考文章(13)
Charles J. Geyer, Jesper Moller, Simulation Procedures and Likelihood Inference for Spatial Point Processes Scandinavian Journal of Statistics. ,vol. 21, pp. 359- 373 ,(1994)
Seong-Gyun Jeong, Yuliya Tarabalka, Josiane Zerubia, Marked Point Process Model for Curvilinear Structures Extraction Lecture Notes in Computer Science. pp. 436- 449 ,(2015) , 10.1007/978-3-319-14612-6_32
S. Valero, J. Chanussot, J.A. Benediktsson, H. Talbot, B. Waske, Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images international conference on pattern recognition. ,vol. 31, pp. 1120- 1127 ,(2010) , 10.1016/J.PATREC.2009.12.018
Engin Turetken, Fethallah Benmansour, Bjoern Andres, Hanspeter Pfister, Pascal Fua, Reconstructing Loopy Curvilinear Structures Using Integer Programming computer vision and pattern recognition. pp. 1822- 1829 ,(2013) , 10.1109/CVPR.2013.238
P. J. Green, A. Mira, Delayed rejection in reversible jump Metropolis–Hastings Biometrika. ,vol. 88, pp. 1035- 1053 ,(2001) , 10.1093/BIOMET/88.4.1035
M. Pesaresi, J.A. Benediktsson, A new approach for the morphological segmentation of high-resolution satellite imagery IEEE Transactions on Geoscience and Remote Sensing. ,vol. 39, pp. 309- 320 ,(2001) , 10.1109/36.905239
Hugues Talbot, Ben Appleton, Efficient complete and incomplete path openings and closings Image and Vision Computing. ,vol. 25, pp. 416- 425 ,(2007) , 10.1016/J.IMAVIS.2006.07.021
P. Soille, H. Talbot, Directional morphological filtering IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 23, pp. 1313- 1329 ,(2001) , 10.1109/34.969120
Vladimir Naumovich Vapnik, Vlamimir Vapnik, Statistical learning theory John Wiley & Sons. ,(1998)