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An Improved ORB Feature Point Matching Algorithm

Published: 08 December 2018 Publication History

Abstract

ORB, a very fast binary descriptor based on BRIEF, which is rotation invariant and resistant to noise. To solve the problem that the traditional ORB feature descriptor does not have scale invariance, an improved ORB feature point matching algorithm which borrowing the idea of Binary Robust Invariant Scalable Keypoints (BRISK) algorithm to uniformly sample the extracted feature points is proposed in this paper. The experimental results show that the algorithm not only inherits the advantages of the high speed from ORB algorithm but also has good scale invariance. It is suitable for applications requiring high real-time and large scale changes.

References

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Lowe, D. G. (2004). Distinctive image features from scale-invariant keypoints. International Journal of Computer Vision, 60(2), 91--110.
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Rublee, E., Rabaud, V., Konolige, K., & Bradski, G. (2012). ORB: An efficient alternative to SIFT or SURF. International Conference on Computer Vision (Vol.58, pp.2564--2571). IEEE.
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Leutenegger, S., Chli, M., & Siegwart, R. Y. (2012). BRISK: Binary Robust invariant scalable keypoints. IEEE International Conference on Computer Vision (Vol.58, pp.2548--2555). IEEE.
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Mair, E., Hager, G. D., Burschka, D., Suppa, M., & Hirzinger, G. (2010). Adaptive and Generic Corner Detection Based on the Accelerated Segment Test. Computer Vision - ECCV 2010. Springer Berlin Heidelberg.
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Calonder, M., Lepetit, V., Strecha, C., & Fua, P. (2010). BRIEF: binary robust independent elementary features. European Conference on Computer Vision (Vol.6314, pp.778--792).
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Rosten, E., Porter, R., & Drummond, T. (2009). Faster and better: a machine learning approach to corner detection. IEEE Transactions on Pattern Analysis & Machine Intelligence, 32(1), 105--119.
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Cited By

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  • (2024)An Improved RANSAC Method Using Absolute Median Deviation (MAD) Based on Adaptive Threshold2024 4th International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET)10.1109/IRASET60544.2024.10549597(1-6)Online publication date: 16-May-2024
  • (2023)An image stabilization method based on adaptive ORB for offshore wind turbine logo image2023 3rd International Conference on Consumer Electronics and Computer Engineering (ICCECE)10.1109/ICCECE58074.2023.10135541(57-61)Online publication date: 6-Jan-2023
  • (2023)Fast multi-feature tracking method based on tightly coupled sensorsMeasurement10.1016/j.measurement.2023.113528221(113528)Online publication date: Nov-2023
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cover image ACM Other conferences
CSAI '18: Proceedings of the 2018 2nd International Conference on Computer Science and Artificial Intelligence
December 2018
641 pages
ISBN:9781450366069
DOI:10.1145/3297156
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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  • Shenzhen University: Shenzhen University

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 08 December 2018

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Author Tags

  1. BRISK
  2. ORB
  3. feature point matching
  4. scale invariance

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Cited By

View all
  • (2024)An Improved RANSAC Method Using Absolute Median Deviation (MAD) Based on Adaptive Threshold2024 4th International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET)10.1109/IRASET60544.2024.10549597(1-6)Online publication date: 16-May-2024
  • (2023)An image stabilization method based on adaptive ORB for offshore wind turbine logo image2023 3rd International Conference on Consumer Electronics and Computer Engineering (ICCECE)10.1109/ICCECE58074.2023.10135541(57-61)Online publication date: 6-Jan-2023
  • (2023)Fast multi-feature tracking method based on tightly coupled sensorsMeasurement10.1016/j.measurement.2023.113528221(113528)Online publication date: Nov-2023
  • (2021)Automatic assembly of micro-miniature parts based on coaxial alignment and ORB feature matchingMATEC Web of Conferences10.1051/matecconf/202133602009336(02009)Online publication date: 15-Feb-2021
  • (2020)Robust Target Detection in Optical Scene Based on Multiple Reference Images2020 2nd Novel Intelligent and Leading Emerging Sciences Conference (NILES)10.1109/NILES50944.2020.9257980(208-212)Online publication date: 24-Oct-2020
  • (2020)An improved SLAM algorithm based on feature contour extraction for camera pose estimation2020 13th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)10.1109/CISP-BMEI51763.2020.9263661(153-157)Online publication date: 17-Oct-2020
  • (2019)Improved Rectangle Template Matching Based Feature Point Matching Algorithm2019 Chinese Control And Decision Conference (CCDC)10.1109/CCDC.2019.8833208(2275-2280)Online publication date: Jun-2019

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