Multimodal Perception System for Real Open Environment
This paper presents a novel multimodal perception system for a real open environment. The proposed system includes an embedded computation platform, cameras, ultrasonic sensors, GPS, and IMU devices. Unlike the traditional frameworks, our system integrates multiple sensors with advanced computer vis...
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Sprache: | eng |
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Zusammenfassung: | This paper presents a novel multimodal perception system for a real open
environment. The proposed system includes an embedded computation platform,
cameras, ultrasonic sensors, GPS, and IMU devices. Unlike the traditional
frameworks, our system integrates multiple sensors with advanced computer
vision algorithms to help users walk outside reliably. The system can
efficiently complete various tasks, including navigating to specific locations,
passing through obstacle regions, and crossing intersections. Specifically, we
also use ultrasonic sensors and depth cameras to enhance obstacle avoidance
performance. The path planning module is designed to find the locally optimal
route based on various feedback and the user's current state. To evaluate the
performance of the proposed system, we design several experiments under
different scenarios. The results show that the system can help users walk
efficiently and independently in complex situations. |
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DOI: | 10.48550/arxiv.2410.07926 |