Generating panoramic unfolded image from borehole video acquired through APBT

In geological engineering, geological structure detection is crucial to the engineering design and implementation. One of the most commonly used method is to acquire the borehole videos by Axial View Panoramic Borehole Televiewer (APBT). However this method analyzes the borehole information by video playback or video snapshot, only providing a qualitative description for borehole, but cannot obtain a unfolded image to make quantitative analysis. In this paper, we propose a novel method to generate a complete borehole unfolded image from the video taken by APBT. Firstly, a center location method based on circularity is proposed to automatically locate the center of annular borehole images obtained from the borehole video. Then the annular borehole image sequences are unfolded into the borehole unfolded image sequences by the Rubber sheet model (RSM) combined with interpolation algorithm. Finally, the unfolded image sequences are fused into an entire panoramic unfolded image based on improved gray-scale projection registration algorithm. The experimental results shows that, with our proposed method, panoramic unfolded images from borehole videos with satisfying visual quality to analyze the geological conditions can be obtained efficiently.

[1]  Jung-San Lee,et al.  Selective scalable secret image sharing with verification , 2015, Multimedia Tools and Applications.

[2]  Xianjian Zou,et al.  An automatic recognition and parameter extraction method for structural planes in borehole image , 2016 .

[3]  Hongbin Zha,et al.  Fusion of low-and high-dimensional approaches by trackers sampling for generic human motion tracking , 2012, Proceedings of the 21st International Conference on Pattern Recognition (ICPR2012).

[4]  David S. Rosenblum,et al.  From action to activity: Sensor-based activity recognition , 2016, Neurocomputing.

[5]  Pankaj P. Chitte,et al.  Advanced Security System using RFID and IRIS Recognition System using ICA, PCA, Daugman's Rubber Sheet Model Together , 2012 .

[6]  Jordan Aaron,et al.  Dynamic analysis of an extraordinarily mobile rock avalanche in the Northwest Territories, Canada , 2016 .

[7]  Shmuel Peleg,et al.  Universal mosaicing using pipe projection , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).

[8]  M. Zare,et al.  Poisson distribution of the Iranian declustered earthquake catalog , 2016, Arabian Journal of Geosciences.

[9]  Luming Zhang,et al.  Action2Activity: Recognizing Complex Activities from Sensor Data , 2015, IJCAI.

[10]  Hongbin Zha,et al.  Tracking Generic Human Motion via Fusion of Low- and High-Dimensional Approaches , 2013, IEEE Trans. Syst. Man Cybern. Syst..

[11]  Yu Zheng,et al.  Urban Water Quality Prediction Based on Multi-Task Multi-View Learning , 2016, IJCAI.

[12]  Asadollah Shahbahrami,et al.  Image quality assessment using edge based features , 2015, Multimedia Tools and Applications.

[13]  Bidyut Baran Chaudhuri,et al.  A survey of Hough Transform , 2015, Pattern Recognit..

[14]  Qiang Chen,et al.  A highly repeatable feature detector: improved Harris–Laplace , 2010, Multimedia Tools and Applications.

[15]  Hi-Seok Kim,et al.  FPGA implementation of stereoscopic image proceesing architecture base on the gray-scale projection , 2012, 2012 International SoC Design Conference (ISOCC).

[16]  Jun Zhong,et al.  Towards unsupervised physical activity recognition using smartphone accelerometers , 2016, Multimedia Tools and Applications.

[17]  Li Liu,et al.  Recognizing Complex Activities by a Probabilistic Interval-Based Model , 2016, AAAI.

[18]  Nguan Soon Chong,et al.  Closed form spherical omnidirectional image unwrapping , 2012 .

[19]  Hyung-Min Park,et al.  Optimized hierarchical block matching for fast and accurate image registration , 2013, Signal Process. Image Commun..

[20]  Osamu Matoba,et al.  Performance comparison of bilinear interpolation, bicubic interpolation, and B-spline interpolation in parallel phase-shifting digital holography , 2013 .

[21]  Chuanying Wang,et al.  Research on Deep Joints and Lode Extension Based on Digital Borehole Camera Technology , 2015 .

[22]  Chenglei Yang,et al.  Cylindrical panoramic mosaicing from a pipeline video through MRF based optimization , 2012, The Visual Computer.

[23]  Huimei Chen,et al.  Rock Cavern Stability Analysis Under Different Hydro-Geological Conditions Using the Coupled Hydro-Mechanical Model , 2016, Rock Mechanics and Rock Engineering.

[24]  Ruichen Jin,et al.  Tracking feature extraction techniques with improved SIFT for video identification , 2015, Multimedia Tools and Applications.

[25]  Yuukou Horita,et al.  複数枚PAL画像を用いたパノラマ展開画像の高精細化;複数枚PAL画像を用いたパノラマ展開画像の高精細化;High Quality Panoramic Image Generation Using Multiple PAL Images , 2012 .

[26]  Hao Zhu,et al.  SAR Image Registration Based on Multifeature Detection and Arborescence Network Matching , 2016, IEEE Geoscience and Remote Sensing Letters.

[27]  R. Junin,et al.  The evaluation of borehole imaging result comparing with cores in Sarvak fractured and non-fractured reservoir , 2016, Arabian Journal of Geosciences.

[28]  Pau Arce,et al.  SVCEval-RA: an evaluation framework for adaptive scalable video streaming , 2015, Multimedia Tools and Applications.

[29]  Bo Yang,et al.  Corrected unwrapping method based on the tangential and radial distortion centre for the panoramic annular image , 2015, IET Image Process..

[30]  Sébastien Ourselin,et al.  Global image registration using a symmetric block-matching approach , 2014, Journal of medical imaging.

[31]  Stéphane Derrode,et al.  Quality-driven and real-time iris recognition from close-up eye videos , 2016, Signal Image Video Process..

[32]  Joris J.J. Dirckx,et al.  Measurement of micro-motions within non-transparent objects using gray scale information in x-ray stereo projection imaging , 2011 .

[33]  Mou Ling Dennis Wong,et al.  Custom aspect ratio correction for unwrapped omnidirectional view images , 2014, Comput. Electr. Eng..

[34]  Toby P. Breckon,et al.  Real-time construction and visualisation of drift-free video mosaics from unconstrained camera motion , 2015 .

[35]  M. Sukop,et al.  Geostatistical Borehole Image‐Based Mapping of Karst‐Carbonate Aquifer Pores , 2016, Ground water.

[36]  Subhashis Banerjee,et al.  Single seed delineation of brain tumor using multi-thresholding , 2016, Inf. Sci..

[37]  Hongbin Zha,et al.  Tracking Generic Human Motion via Fusion of Low- and High-Dimensional Approaches , 2013, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[38]  Andreas Uhl,et al.  Experimental analysis regarding the influence of iris segmentation on the recognition rate , 2016, IET Biom..

[39]  Dong-Jo Park,et al.  Construction of a non-overlapping panoramic mosaic in wireless multimedia sensor networks , 2012 .

[40]  S. Gyergyek,et al.  Quantifying shapes of nanoparticles using modified circularity and ellipticity measures , 2016 .

[41]  Liming Wang,et al.  Optimized design of automatic image mosaic , 2013, Multimedia Tools and Applications.

[42]  Waleed Al-Nuaimy,et al.  Visual texture for automated characterisation of geological features in borehole televiewer imagery , 2015 .

[43]  Hongbin Zha,et al.  Visual analysis of child-adult interactive behaviors in video sequences , 2010, 2010 16th International Conference on Virtual Systems and Multimedia.

[44]  John A. Hudson,et al.  ISRM Suggested Method for Rock Fractures Observations Using a Borehole Digital Optical Televiewer , 2013, Rock Mechanics and Rock Engineering.

[45]  Zhihai Lu,et al.  A novel region labeling method for blood cell images , 2015, 2015 IEEE International Conference on Progress in Informatics and Computing (PIC).

[46]  Guojun Lu,et al.  Enhancing SIFT-based image registration performance by building and selecting highly discriminating descriptors , 2016, Pattern Recognit. Lett..

[47]  Siwei Luo,et al.  Railroad online: acquiring and visualizing route panoramas of rail scenes , 2013, The Visual Computer.

[48]  Yong-Hwan Lee,et al.  A low complexity image stitching using advanced feature matching in mobile environments , 2014, Journal of Computer Virology and Hacking Techniques.

[49]  Maojun Zhang,et al.  Series-parallel pipeline architecture for high-resolution catadioptric panoramic unwrapping , 2010 .

[50]  Klaus Schöffmann,et al.  Content-based processing and analysis of endoscopic images and videos: A survey , 2017, Multimedia Tools and Applications.