研究目的
Investigating the effect of temporal offset on visual-inertial SLAM process and proposing solutions for compensating the offset between camera and IMU.
研究成果
The proposed approach leads to high-precision motion estimation and temporal calibration in both constant and time-varying time-offset scenarios. Future work includes extending the estimator for rolling shutter cameras.
研究不足
The study assumes the offset is constant in a short period of time and focuses on monocular visual-inertial systems. The approach's effectiveness is limited to offsets within a certain range.
1:Experimental Design and Method Selection:
The study involves analyzing the effect of temporal offset on visual-inertial SLAM and proposing two solutions for offset compensation. A monocular visual-inertial estimator with online temporal calibration is derived.
2:Sample Selection and Data Sources:
Simulation data from V1 01 Dataset of EuRoC MAV Visual Inertial Datasets is used, which includes stereo images and synchronized IMU measurements.
3:List of Experimental Equipment and Materials:
The equipment includes a monochrome camera (Aptina MT9V034 global shutter) and an IMU (ADIS16448).
4:8). Experimental Procedures and Operational Workflow:
4. Experimental Procedures and Operational Workflow: The study performs Monte-Carlo simulations to verify the estimator's accuracy in constant and time-varying offset scenarios.
5:Data Analysis Methods:
The results are evaluated using scripts provided by tum, comparing trajectories with and without offset estimation.
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