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A Review on Visual Odometry Techniques for Mobile Robots: Types and Challenges
- Source: Recent Advances in Electrical & Electronic Engineering, Volume 13, Issue 5, Aug 2020, p. 618 - 631
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- 01 Aug 2020
Abstract
For autonomous navigation, tracking and obstacle avoidance, a mobile robot must have the knowledge of its position and localization over time. Among the available techniques for odometry, vision-based odometry is robust and economical technique. In addition, a combination of position estimation from odometry with interpretations of the surroundings using a mobile camera is effective. This paper presents an overview of current visual odometry approaches, applications, and challenges in mobile robots. The study offers a comparative analysis of different available techniques and algorithms associated with it, emphasizing on its efficiency and other feature extraction capability, applications and optimality of various techniques.