학술논문

On Monocular Visual Odometry for Indoor Ground Vehicles
Document Type
Conference
Source
2012 Brazilian Robotics Symposium and Latin American Robotics Symposium Robotics Symposium and Latin American Robotics Symposium (SBR-LARS), 2012 Brazilian. :220-225 Oct, 2012
Subject
Robotics and Control Systems
Signal Processing and Analysis
Power, Energy and Industry Applications
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Visualization
Cameras
Robot sensing systems
Image reconstruction
Estimation
Image sequences
Monocular
Visual Odometry
Structure from Motion
Language
Abstract
In this work, a Visual Odometry system estimating camera position and orientation based solely on image meausurements is proposed. The system is built on the fundamentals of Structure from Motion theory, requiring only a single calibrated camera to estimate positional information. Experiments were conducted on publicly available datasets with associated Ground Truth, in which a consumer grade web camera was employed as the system's sensor on realistic indoor scenarios. The proposed system resulted in absolute localization error rates ranging from 2.10% to 3.39% of the travelled distance at processing rates of up to 5Hz, performing better than wheel odometry in certain situations and being equip arable to similar approaches present in the robotics literature.