TY - GEN
T1 - Image Matching Algorithm based on ORB and K-Means Clustering
AU - Zhang, Liye
AU - Cai, Fudong
AU - Wang, Jinjun
AU - Lv, Changfeng
AU - Liu, Wei
AU - Guo, Guoxin
AU - Liu, Huanyun
AU - Xing, Yixin
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2020/11
Y1 - 2020/11
N2 - With the rapid development of science and technology, image processing technology plays an important role in the field of computer vision. In order to improve the matching speed and real-time requirements, this paper proposes an image matching algorithm based on ORB and K-means clustering, which can effectively improve the accuracy of image feature point location and the accuracy and efficiency of image feature matching, and reduce the time consumption. The algorithm uses sub-pixel interpolation to optimize the traditional ORB algorithm, which improves the accuracy and characteristics of clustering calculation.
AB - With the rapid development of science and technology, image processing technology plays an important role in the field of computer vision. In order to improve the matching speed and real-time requirements, this paper proposes an image matching algorithm based on ORB and K-means clustering, which can effectively improve the accuracy of image feature point location and the accuracy and efficiency of image feature matching, and reduce the time consumption. The algorithm uses sub-pixel interpolation to optimize the traditional ORB algorithm, which improves the accuracy and characteristics of clustering calculation.
KW - K-means
KW - ORB
KW - binocular stereo vision
KW - image matching
KW - sub-pixel interpolation
UR - https://www.scopus.com/pages/publications/85102760426
U2 - 10.1109/ISCTT51595.2020.00088
DO - 10.1109/ISCTT51595.2020.00088
M3 - 会议稿件
AN - SCOPUS:85102760426
T3 - Proceedings - 2020 5th International Conference on Information Science, Computer Technology and Transportation, ISCTT 2020
SP - 460
EP - 464
BT - Proceedings - 2020 5th International Conference on Information Science, Computer Technology and Transportation, ISCTT 2020
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th International Conference on Information Science, Computer Technology and Transportation, ISCTT 2020
Y2 - 13 November 2020 through 15 November 2020
ER -