학술논문

Research Challenges and Progress in Robotic Grasping and Manipulation Competitions
Document Type
Periodical
Source
IEEE Robotics and Automation Letters IEEE Robot. Autom. Lett. Robotics and Automation Letters, IEEE. 7(2):874-881 Apr, 2022
Subject
Robotics and Control Systems
Computing and Processing
Components, Circuits, Devices and Systems
Robots
Task analysis
Grasping
Benchmark testing
Service robots
Robot sensing systems
Ice
dexterous manipulation
performance evaluation and benchmarking
Language
ISSN
2377-3766
2377-3774
Abstract
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.