Research Challenges and Progress in Robotic Grasping and Manipulation Competitions
It provides a review and analysis for researchers in robotics to understand current bottlenecks and set future directions, but is incremental as it synthesizes existing competition data rather than presenting new methods or results.
This paper analyzes recent progress in robotic grasping and manipulation by examining the Robotic Grasping and Manipulation Competitions (RGMCs), identifying key challenges and difficult aspects based on team performances to guide future research directions.
This paper discusses recent research progress in robotic grasping and manipulation in the light of the latest Robotic Grasping and Manipulation Competitions (RGMCs). We first provide an overview of past benchmarks and competitions related to the robotics manipulation field. Then, we discuss the methodology behind designing the manipulation tasks in RGMCs. We provide a detailed analysis of key challenges for each task and identify the most difficult aspects based on the competing teams' performance in recent years. We believe that such an analysis is insightful to determine the future research directions for the robotic manipulation domain.