Visual odometry has attracted substantial interest in computer vision, robotics and mechanical engineering communities, to name a few. This workshop aims to foster scalable algorithms and systems for accurate and real-time visual odometry, addressing the growing demands of location-aware applications. It will explore methods and applications leveraging location cues to enhance scene understanding, city navigation, and other context-rich problems, while emphasizing visual odometry and localization in mobile and robotics domains.