• Laser & Optoelectronics Progress
  • Vol. 58, Issue 2, 0210006 (2021)
Bin Zou1、2, Xiaohu Zhao1、2、*, and Zhishuai Yin1、2
Author Affiliations
  • 1Hubei Key Laboratory of Modern Auto Parts Technology, Wuhan University of Technology, Wuhan, Hubei 430070, China
  • 2Hubei Collaborative Innovation Center of Automotive Parts Technology, Wuhan University of Technology, Wuhan, Hubei 430070, China
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    DOI: 10.3788/LOP202158.0210006 Cite this Article Set citation alerts
    Bin Zou, Xiaohu Zhao, Zhishuai Yin. Image Feature Matching Algorithm Based on Improved ORB[J]. Laser & Optoelectronics Progress, 2021, 58(2): 0210006 Copy Citation Text show less
    References

    [1] Mur-Artal R. Montiel J M M, Tardós J D. ORB-SLAM: a versatile and accurate monocular SLAM system[J]. IEEE Transactions on Robotics, 31, 1147-1163(2015).

    [2] Mur-Artal R, Tardós J D. ORB-SLAM2: an open-source SLAM system for monocular, stereo, and RGB-D cameras[J]. IEEE Transactions on Robotics, 33, 1255-1262(2017).

    [3] Yang Y, Tang D, Wang D et al. Multi-camera visual SLAM for off-road navigation[J]. Robotics and Autonomous Systems, 128, 103505(2020).

    [4] Lin F C, Liu Y H, Zhou J F et al. Optimization of visual odometry algorithm based on ORB feature[J]. Laser & Optoelectronics Progress, 56, 211507(2019).

    [5] Lowe D G. Distinctive image features from scale-invariant keypoints[J]. International Journal of Computer Vision, 60, 91-110(2004). http://doi.ieeecomputersociety.org/resolve?ref_id=doi:10.1023/B:VISI.0000029664.99615.94&rfr_id=trans/tp/2008/10/ttp2008101683.htm

    [6] Bay H, Ess A, Tuytelaars T et al. Speeded-up robust features (SURF)[J]. Computer Vision and Image Understanding, 110, 346-359(2008).

    [7] RubleeE, RabaudV, KonoligeK, et al.ORB: an efficient alternative to SIFT or SURF[C]∥2011 International Conference on Computer Vision, November 6-13, 2011, Barcelona, Spain. New York: IEEE Press, 2011: 2564- 2571.

    [8] Hu M. Vision-based driver attention detection and judgement research[D]. Changsha: Hunan University(2018).

    [9] Zhou H H, Yi W N, Du L L et al. Convolutional neural network-based dimensionality reduction method for image feature descriptors extracted using scale-invariant feature transform[J]. Laser & Optoelectronics Progress, 56, 141008(2019).

    [10] Rosten E, Drummond T. Machine learning for high-speed corner detection. [C]∥Computer Vision-ECCV, 2006, 1-14(2006).

    [11] Zeng J Y, Feng W L, Chen Y et al. Image correction algorithm based on ORB feature and motion consensus[J]. Modern Electronics Technique, 42, 171-176(2019).

    [12] Wang F B, Chu Z T, Zhu D R et al. Nonlinear-diffusion-filtering-based feature detection algorithm[J]. Laser & Optoelectronics Progress, 56, 111002(2019).

    [13] Liu J, Bai D. 3D point cloud registration algorithm based on feature matching[J]. Acta Optica Sinica, 38, 1215005(2018).

    [14] Calonder M, Lepetit V, Strecha C et al. BRIEF: binary robust independent elementary features. [C]∥Computer Vision-ECCV, 2010, 778-792(2010).

    [15] Tao J, Li Y L, Huo Y W et al. Research on image registration based on feature point matching[J]. Modern Electronics Technique, 42, 90-93(2019).

    [16] Dou H X. Research and implementation of vision-based indoor localization for embedded robotics[D]. Harbin: Harbin Institute of Technology(2017).

    [17] Liu S M. Research on SLAM method of indoor scene based on RGB-D[D]. Zhuzhou: Hunan University of Technology(2017).

    [18] Zhang L Q. Research and implementation of V-SLAM algorithm based on monocular camera[D]. Xuzhou: China University of Mining and Technology(2019).

    [19] Bouguet J Y[2020-07-07]. Pyramidal implementation of the Lucas Kanade feature tracker description of the algorithm [2020-07-07].http:∥opencv.jp/opencv-1.0.0_org/docs/papers/algo_tracking.pdf..

    [20] Du J Y, Hu Y M, Liu Y C. Research and implementation of matching technique of image based on SIFT algorithm of area blocking[J]. Opto-Electronic Engineering, 40, 52-58(2013).

    Bin Zou, Xiaohu Zhao, Zhishuai Yin. Image Feature Matching Algorithm Based on Improved ORB[J]. Laser & Optoelectronics Progress, 2021, 58(2): 0210006
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