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Autonomous Mario Kart in the Wild: Lessons Learned From the Earth Rover Challenge at IROS 2024 [Competitions]

June 24, 2025 by Xuesu Xiao, Jie Tan, Michael Cho, David Hsu, Dhruv Shah, Joanne Truong, Ted Xiao, Naoki Yokoyama, Wenhao Yu, Tingnan Zhang, Zhuo Xu, Santiago Pravisani, Niresh Dravin

The Earth Rover Challenge (ERC) took place at the 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024), in Abu Dhabi, United Arab Emirates (Figure 1). The aim of the challenge was to evaluate state-of-the-art autonomous ground navigation systems to move mobile robots through outdoor real-world environments with a set of low-cost onboard sensors [red–green–blue (RGB) cameras, inertia sensors, wheel encoders, and GPS] and offboard computation enabled by 4G communication. Specifically, the task was to navigate standardized four-wheeled differential-drive ground robots across the globe from predefined start locations to GPS goal locations. Three teams from across the world participated in the challenge. The competition results revealed insights into deploying autonomous mobile robots in the wild without expensive onboard sensors and computation as well as the engineering of the environments. In this article, we report the results and findings of the first ERC at IROS 2024, present the approaches used by three teams, and discuss lessons learned from the challenge to point out future research directions.

https://ieeexplore.ieee.org/document/11037317

For the open access PDF link of this article please click here.

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IEEE Robotics & Automation Magazine (RAM) has over 14,000 readers who are the people who drive this remarkable technology. More than half work in basic research and many of the others are top level engineers and decision-makers in industry.  This magazine highlights new concepts in Robotics and Automation that are applied to real-world systems. It delivers tutorial and survey papers by distinguished experts in the field, organizes focused special issues on hot topics, and provides a forum for disseminating and discussing emerging trends, novel achievements, and selected news relevant to the development of the whole community active in these fields worldwide.

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