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Research Challenges and Progress in Robotic Grasping and Manipulation Competitions

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arxiv 2108.01483 v2 pith:35T4XXNT submitted 2021-08-03 cs.RO cs.AI

Research Challenges and Progress in Robotic Grasping and Manipulation Competitions

classification cs.RO cs.AI
keywords manipulationroboticcompetitionsgraspingresearchanalysischallengesprogress
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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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.

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