Computer Science ›› 2018, Vol. 45 ›› Issue (1): 313-319.doi: 10.11896/j.issn.1002-137X.2018.01.054

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Multi-images Mosaic Algorithm Based on Improved Phase Correlation and Feature Point Registration

LI Dan, XIAO Li-qing, TIAN Jun and SUN Jin-ping   

  • Online:2018-01-15 Published:2018-11-13

Abstract: The result of image mosaic suffers from different exposure of the camera,scale change,rotation,ambient noise and light interference.Manual sorting images have problems of high error rate and poor efficiency.In this paper,a new algorithm of multi-images mosaic based on improved phase correlation and feature point registration was proposed.Firstly,the improved phase correlation algorithm based on log polar transformation is used to calculate parameters of scaling,rotation and translation.Sort rules are made according to the peak size of impulse function energy.Then,the Harris corner points are extracted in overlapping positions,the matching point pairs are purified by the improved Ransac algorithm,and the transformation matrix is optimized to complete mosaic .At last,according to the phenomenon of joint,images are processed by NSCT transform algorithm to decompose low frequency and high frequency sub-bands.The new fusion strategy can make the image joint seem smooth and natural.The results of the experiments confirm that the model parameters established by the new algorithm are accurate and efficient,and the mosaic has high robustness to complex environment and chaotic sequence images.

Key words: Image registration,Mosaic,Phase correlation,Harris corner,NSCT transform

[1] FANG S P,XIA X H,XIAO Y,et al.Lens Distortion Calibration Method for Linear Array Cameras[J].Journal of Xi’an Jiaotong University,2013,7(1):11-14.(in Chinese) 方素平,夏晓华,肖燕,等.一种线阵相机镜头畸变的标定方法[J].西安交通大学学报,2013,7(1):11-14.
[2] VIALA C R,SALMERON A J S.Robust metric calibration of non-linear camera lens distortion[J].Pattern Recognition,2009,3(4):1688-1699.
[3] SONG B S,FU Y Q,SONG H L.New Efficient Image Fusion Algorithm for Image Mosaic [J].Computer Science,2011,8(2):260-263,2.(in Chinese) 宋宝森,付永庆,宋海亮.一种消除图像拼接痕迹的新方法 [J].计算机科学,2011,8(2):260-263,2.
[4] XU H,JIANG T B.Multi-source remote sensing image fusionalgorithm based on combined wavelet transform and HIS transform[J].Journal of Convergence Information Technology,2012,7(18):392-400.
[5] HUANG L Q,CHEN C G.Study on Image Fusion Algorithm of Panoramic Image Stitching [J].Journal of Electronics & Information Technology,2014,6(6):1292-1298.(in Chinese) 黄立勤,陈财淦.全景图拼接中图像融合算法的研究[J].电子与信息学报,2014,36(6):1292-1298.
[6] WU Z P,GUO L L,ZHU M C,et al.Improved image registration using feature points combined with image entropy [J].Infrared and Laser Engineering,2013,42(10):2846-2852.(in Chinese) 吴泽鹏,郭玲玲,朱明超,等.结合图像信息熵和特征点的图像配准方法[J].红外与激光工程,2013,2(10):2846-2852.
[7] CHHETRI R P,ELRAHMANl A A.Filtering high-resolutionhyperspectral imagery in a maximum noise fraction transform domain using wavelet-based destriping [J].International Journal of Remote Sensing,2013,34(6):2216-2235.
[8] ALFONSO A,EDGAR A S,RTUH M,et al(1)Phase-correlation guided area matching for realtime vision and video encoding[J].Journal of Real-Time Image Processing,2014,9(4):621-633.
[9] REN Y,CHUA C S,HO Y K.Motion detection with nonstationary background[J].Machine Vision and Applications,2003,3(5):332-343
[10] HARRIS C,STEPHENS M.A combined corner and edge detec-tor[C]∥Proc.of International Joint Conference on Artificial Intelligence.1988:189-192.
[11] LIU Y C,ZHU F.A new algorithm for X-corner detection[J].Journal of Image and Graphics,2006,11(5):656-660.(in Chinese) 刘阳成,朱枫.一种新的棋盘格图像角点检测算法[J].中国图象图形学报,2006,1(5):656-660.
[12] SMITH S M,BRADY J M.SUSAN-A New Approach to Low Level Image Processing[J].International Journal of Computer Vision,1997,3 (1):45-78.
[13] SCHMID C,MOHR R,BAUCKHAGE C.Evaluation of Interest Point Detectors[J].International Journal of Computer Vision,2000,37(2):151-172.
[14] HUANG S.Research on image matching algorithm based onharris scale invariant reature[D].Hefei:Hefei University of Technology,2010.(in Chinese) 黄帅.基于 Harris尺度不变特征的图像匹配算法研究[D].合肥:合肥工业大学,2010.
[15] YOO J C,CHOI B D,CHOI H K.1-D fast normalized cross-correlation using additions[J].Digital Signal Processing,2010,0(5):1482-1493.
[16] SATTLER T,LEIBE B,KOBBELT L.Improving RANSAC’s efficiency with a spatial consistency filter[C]∥International Conference on Computer Vision.USA:IEEE Computer Society,2009:2090-2097.
[17] ZHANG K J,DOU J J.Texture image retrieval based on Wavelet-directionlet transform and GLCM[J].Journal of Xuzhou Institute of Technology(Natural Science Edition),2016,1(4):65-69.(in Chinese) 张克军,窦建君.基于小波方向波变换和灰度共生矩阵的纹理图像检索[J].徐州工程学院学报(自然科学版),2016,1(4):65-69.
[18] ZHANG B,LUO H Y,LIU J W,et al.RANSAC based robust localization algorithm for visual sensor network[J].Journal on Communications,2013,4(8):62-69.(in Chinese) 张波,罗海勇,刘冀伟,等.视觉传感器网络中基于RANSAC的顽健定位算法[J].通信学报,2013,4(8):62-69.

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