Journal of Guangxi Normal University(Natural Science Edition) ›› 2020, Vol. 38 ›› Issue (4): 42-53.doi: 10.16088/j.issn.1001-6600.2020.04.005

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An Image Stitching Method Based on Grid Warping and Cosine Function Weight

LI Jialiang, JIANG Pinqun*, XIA Haiying   

  1. College of Electronic Engineering, Guangxi Normal University, Guilin Guangxi 541004, China
  • Received:2019-07-24 Published:2020-07-13

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Abstract: An image stitching method based on the grid warping and cosine function weight is proposed to eliminate the ghost and chromatic gap in the stitched image. Firstly, the SIFT (scale-invariant feature transform) and RANSAC (random sample consensus algorithms) are used for the extraction and matching of feature points in the image to be stitched. Secondly, the GD (Gaussian distribution) model is used to remove the mismatched feature points. Then the cosine function is used as the weighting function of APAP (as-projective-as-possible image stitching) and global similarity transformation model. Finally, the cosine function weight is used to weight the warped image. The experimental results show that the stitching effect of this method is better than that of the classic algorithm, and the method can effectively eliminate the ghost and chromatic gap in the stitched image.

Key words: image stitching, image warping, scale-invariant feature transform, weight, ghosting

CLC Number: 

  • TP391
[1] 邹承明,侯小碧,马静.基于几何学图像配准的SIFT图像拼接算法[J].华中科技大学学报(自然科学版),2016,44(4): 32-36. DOI: 10.13245/j.hust.160407.
[2] 张健,卞红雨,张志刚.基于FFT配准和多尺度融合的声纳图像拼接算法[J].南京大学学报(自然科学),2017,53(4): 646-653. DOI: 10.13232/j.cnki.jnju.2017.04.004.
[3] 薛佳乐,赵萌,张哲,等.针对大视差图像拼接的显性子平面配准[J].中国图象图形学报,2018,23(3):323-332.DOI: 10.11834/jig.170518.
[4] 何川,周军.具有直线结构保护的网格化图像拼接[J].中国图象图形学报,2018,23(7):973-983.DOI:10.11834/jig.170653.
[5] LOWE D G.Distinctive image features from scale-invariant keypoints[J].International Journal of Computer Vision, 2004, 60(2):91-110.DOI:10.1023/B:VISI.0000029664.99615.94.
[6] BAY H,TUYTELAARS T,VAN GOOL L.SURF:speeded up robust features[C]//LEONARDIS A,BISCHOF H,PINZ A.Computer Vision-ECCV 2006:Lecture Notes in Computer Science Volume 3951.Berlin:Springer,2006:404-417.DOI: 10.1007/11744023_32.
[7] ROSTEN E,DRUMMOND T.Fusing points and lines for high performance tracking[C]//Tenth IEEE International Conference on Computer Vision(ICCV'05):Vol. 1.Los Alamitos,CA:IEEE Computer Society,2005:1508-1515.DOI: 10.1109/ICCV.2005.104.
[8] RUBLEE E,RABAUD V,KONOLIGE K,et al.ORB:an efficient alternative to SIFT or SURF[C]//2011 International Conference on Computer Vision.Piscataway,NJ:IEEE Press,2011:2564-2571.DOI:10.1109/ICCV.2011.6126544.
[9] BIAN J W,LIN W Y,MATSUSHITA Y,et al.GMS:grid-based motion statistics for fast, ultra-robust feature correspondence[C]//2017 IEEE Conference on Computer Vision and Pattern Recognition(CVPR).Los Alamitos,CA: IEEE Computer Society,2017:2828-2837.DOI:10.1109/CVPR.2017.302.
[10]陈方杰,韩军,王祖武,等.基于改进GMS和加权投影变换的图像配准算法[J].激光与光电子学进展,2018, 55(11):111006.DOI:10.3788/LOP55.111006.
[11]王青松,赵西安,马超.特征提取和特征匹配改进方法的研究[J].测绘科学技术学报,2014,31(4):377-382.
[12]穆柯楠.基于特征点的图像拼接关键技术研究[D].西安:长安大学,2014.
[13]LI J,WANG Z M,LAI S M,et al.Parallax-tolerant image stitching based on robust elastic warping[J]. IEEE Transactions on Multimedia,2018,20(7):1672-1687.DOI:10.1109/TMM.2017.2777461.
[14]SPRENGEL R,ROHR K,STIEHL H S.Thin-plate spline approximation for image registration[C]//Proceedings of 18th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.Piscataway,NJ:IEEE Press, 1996:1190-1191.DOI:10.1109/IEMBS.1996.652767.
[15]GAO J H,KIM S J,BROWN M S.Constructing image panoramas using dual-homography warping[C]//2011 IEEE Conference on Computer Vision and Pattern Recognition(CVPR).Los Alamitos,CA:IEEE Computer Society,2011:49-56. DOI:10.1109/CVPR.2011.5995433.
[16]ZARAGOZA J,CHIN T J,BROWN M S,et al.As-projective-as-possible image stitching with moving DLT[C]//2013 IEEE Conference on Computer Vision and Pattern Recognition(CVPR).Los Alamitos,CA:IEEE Computer Society,2013: 2339-2346.DOI:10.1109/CVPR.2013.303.
[17]LIN C C,PANKANTI S U,RAMAMURTHY K N,et al.Adaptive as-natural-as-possible image stitching[C]//2015 IEEE Conference on Computer Vision and Pattern Recognition(CVPR).Los Alamitos,CA:IEEE Computer Society, 2015: 1155-1163.DOI:10.1109/CVPR.2015.7298719.
[18]LI J L,JIANG P Q,SONG S X,et al.As-aligned-as-possible image stitching based on deviation-corrected warping with global similarity constraints[J].IEEE Access,2019,7:156603-156611.DOI:10.1109/ACCESS.2019. 2944852.
[19]谷雨,周阳,任刚,等.结合最佳缝合线和多分辨率融合的图像拼接[J].中国图象图形学报,2017,22(6):842-851.DOI: 10.11834/jig.160638.
[20]韩敏,闫阔,秦国帅.基于改进KAZE的无人机航拍图像拼接算法[J].自动化学报,2019,45(2):305-314.DOI: 10.16383/j.aas.2018.c170521.
[21]CHEN C S,HUNG Y P,CHENG J B.RANSAC-based DARCES:a new approach to fast automatic registration of partially overlapping range images[J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 1999,21(11):1229-1234.DOI:10.1109/34.809117.
[22]CHANG C H,SATO Y,CHUANG Y Y.Shape-preserving half-projective warps for image stitching[C]//2014 IEEE Conference on Computer Vision and Pattern Recognition.Los Alamitos,CA:IEEE Computer Society,2014:3254-3261. DOI:10.1109/CVPR.2014.422.
[23]MITTALA,SOUNDARARAJAN R,BOVIK A C.Making a “completely blind” image quality analyzer[J].IEEE Signal Processing Letters,2013,20(3):209-212.DOI:10.1109/LSP.2012.2227726.
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