Comprehensive Analysis of Mobile Robot Target Tracking Technology Based on Computer Vision
- DOI
- 10.2991/978-94-6463-370-2_10How to use a DOI?
- Keywords
- mobile robot; target tracking; computer vision; environment perception; local path planning
- Abstract
With the rapid development of sensor technology and machine learning, the performance and function of robots have been continuously improved, and then they have been applied in many fields. In the research of tracking robots, computer vision technology can be used to identify and track objects, helping robots achieve accurate positioning and tracking. This paper makes a comprehensive analysis of the target tracking technology of mobile robot based on computer vision. Firstly, this paper discusses the background, working principle, and research status of robot target tracking technology based on computer vision. Secondly, the principle and application of visual sensors applied to target tracking are summarized, including monocular vision, multi-vision, and RGB-D. Finally, the local path tracking method of robot is summarized, which mainly introduces the working principle and research status of artificial potential field algorithm, reinforcement learning algorithm and dynamic window algorithm. The authors believe that computer vision tracking is an evolving field that continues to advance artificial intelligence through different methods and technologies. Future research will continue to explore more accurate methods, multi-modal information fusion, and cross-innovation with other fields, opening up broader possibilities for the application of computer vision.
- Copyright
- © 2024 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Hanchen Liu PY - 2024 DA - 2024/02/14 TI - Comprehensive Analysis of Mobile Robot Target Tracking Technology Based on Computer Vision BT - Proceedings of the 2023 International Conference on Data Science, Advanced Algorithm and Intelligent Computing (DAI 2023) PB - Atlantis Press SP - 85 EP - 94 SN - 1951-6851 UR - https://doi.org/10.2991/978-94-6463-370-2_10 DO - 10.2991/978-94-6463-370-2_10 ID - Liu2024 ER -