The operational workflow of the developed compact autonomous weed removal robot is illustrated in Figure 1. To evaluate its effectiveness across diverse invasive species environments, experiments were conducted in both Vancouver, Canada, and Arusha, Tanzania. These locations represent distinct agricultural settings, allowing to assess the robot’s adaptability and performance under varying conditions.