Feature Extraction and Corresponding Processing of Rock Surface Image

Abstract

Abstract:

Basing on the comparison of several methods, this paper proposed systematic steps in extraction the features of rock surface image including image enhancement， binarization, edge extracting, Hough trasformation,etc. Besides, it proposed 3 restrictive conditions to reject the redundant line segments and gave the corresponding processing flow. In addition, it developed the software to test the feasibility of the method simultaneously. The result showed that the repetition rate of the line segments reduced significantly, which could indicate the distribution of the joints more precisely.

Key words: rock, surface image, joint feature, Hough transform, redundant line segment

CLC Number:

TP 37

YU Chunping1a,GUO Qiang1b,LIAO Zhengbiao2,LIANG Zhiwei3. Feature Extraction and Corresponding Processing of Rock Surface Image

[J]. Journal of Shanghai Jiaotong University, 2013, 47(09): 1482-1486.

References

［1］胡小锋, 赵辉. Visual C++/MATLAB图像处理与识别实用案例精选［M］. 北京: 人民邮电出版社, 2004: 119121.

［2］Yong Rui. Image retrieval: Current techniques, promising directions and open issues ［J］. Journal of Visual Communication and Image Representation, 1999, 10(3): 3962.

［3］Manjunath B S. Texture feature for browsing and retrieval of image data ［J］. IEEEPAMI, 2000, 18(8): 837842.

［4］金华. 基于密度聚类的医学图像分割和特征提取方法研究［D］. 镇江:江苏大学计算机科学与通信工程学院, 2005.

［5］张小琳. 图像边缘检测技术综述［J］. 高能量密度物理, 2007(1): 3740.

［6］罗玉玲, 唐贤英. 基于阔值优化的图像模糊边缘检侧算法［J］. 微计算机信息, 2007, 23(2): 286288.

LUO Yuling, TANG Xianying. Fuzzy edge detection based on threshold optimization ［J］. Microcomputer Information, 2007, 23(2): 286288.

［7］Manjunath B S, Ma W Y. Texture features for browsing and retrieval of image data ［J］. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1996, 18(8): 837842.

［8］王川婴, 葛修润, 白世伟. 数字式全景钻孔摄像系统及应用［J］. 岩土力学, 2001, 22(4): 523526.

WANG Chuanying，GE Xiurun，BAI Shiwei. The digital panoramic borehole camera system and its application ［J］. Rock and Soil Mechanics, 2001, 22(4): 523526.

［9］Furht B, Smoliar S W, Zhang H L, et al. Video and image processing in multimedia systems ［M］. Boston: Kluwer Academic Publishers, 1995: 226270.

［10］李弼程, 郭志刚, 文超. 图像的多层次模糊增强与边缘检测［J］. 模糊系统与数学, 2000, 14(4): 7783.

LI Bicheng, GUO Zhigang, WEN Chao. Multilevel fuzzy enhancement and edge extraction of images ［J］. Fuzzy Systems and Mathematics, 2000, 14(4): 7783.

［11］Duda R O, Hart P E. Use of the Hough transform to detect lines and curves in pictures ［J］. Communication of the ACM, 1972, 15(2):1115.

［12］段汝娇, 赵伟, 黄松岭, 等. 一种基于改进Hough变换的直线快速检测算法［J］. 仪器仪表学报, 2010, 31(12): 27742780.

DUAN Rujiao, ZHAO Wei, HUANG Songling, et al. Fast line detection algorithm based on improved Hough transformation ［J］. Chinese Journa of Scientific Instrument, 2010, 31(12): 27742780.

［13］Carlson B, Evans D E D, Wilson S L. Search radar detection and tracking with the Hough transform: Part I. System concept ［J］. IEEE Trans on Aerospace and Electronic Systems, 1994, 30(1): 102108.

［14］袁卫鹏, 施鹏飞. 模糊随机Hough变换算法［J］. 上海交通大学学报, 2002, 36(12): 18251828.

YUAN Weipeng, SHI Pengfei. A new improvement of randomized Hough transform based on fuzzy theory ［J］. Journal of Shanghai Jiaotong University, 2002, 36(12): 18251828.

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