12 citations · 39 across the 10 of their papers we have counts for
5 papers · 1 filter
AgiPIX: Bridging Simulation and Reality in Indoor Aerial Inspection
Sasanka Kuruppu Arachchige, Juan Jose Garcia, Changda Tian +4
Autonomous indoor flight for critical asset inspection presents fundamental challenges in perception, planning, control, and learning. Despite rapid progress, there is still a lack…
Data Scaling for Navigation in Unknown Environments
Lauri Suomela, Naoki Takahata, Sasanka Kuruppu Arachchige +2
Generalization of imitation-learned navigation policies to environments unseen in training remains a major challenge. We address this by conducting the first large-scale study of h…
Synthetic vs. Real Training Data for Visual Navigation
Lauri Suomela, Sasanka Kuruppu Arachchige, German F. Torres +2
This paper investigates how the performance of visual navigation policies trained in simulation compares to policies trained with real-world data. Performance degradation of simula…
Neural Network Controller for Autonomous Pile Loading Revised
Wenyan Yang, Nataliya Strokina, Nikolay Serbenyuk +5
We have recently proposed two pile loading controllers that learn from human demonstrations: a neural network (NNet) [1] and a random forest (RF) controller [2]. In the field exper…
AR-based interaction for safe human-robot collaborative manufacturing
Antti Hietanen, Jyrki Latokartano, Roel Pieters +2
Industrial standards define safety requirements for Human-Robot Collaboration (HRC) in industrial manufacturing. The standards particularly require real-time monitoring and securin…