Title :
Gambit: An autonomous chess-playing robotic system
Author :
Matuszek, Cynthia ; Mayton, Brian ; Aimi, Roberto ; Deisenroth, Marc Peter ; Bo, Liefeng ; Chu, Robert ; Kung, Mike ; LeGrand, Louis ; Smith, Joshua R. ; Fox, Dieter
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of Washington, Seattle, WA, USA
Abstract :
This paper presents Gambit, a custom, mid-cost 6-DoF robot manipulator system that can play physical board games against human opponents in non-idealized environments. Historically, unconstrained robotic manipulation in board games has often proven to be more challenging than the underlying game reasoning, making it an ideal testbed for small-scale manipulation. The Gambit system includes a low-cost Kinect-style visual sensor, a custom manipulator, and state-of-the-art learning algorithms for automatic detection and recognition of the board and objects on it. As a use-case, we describe playing chess quickly and accurately with arbitrary, uninstrumented boards and pieces, demonstrating that Gambit´s engineering and design represent a new state-of-the-art in fast, robust tabletop manipulation.
Keywords :
dexterous manipulators; inference mechanisms; learning (artificial intelligence); manipulator kinematics; object detection; object recognition; robot vision; Gambit robotic system; automatic board detection; automatic object detection; automatic object recognition; autonomous chess-playing robotic system; game reasoning; low-cost Kinect-style visual sensor; nonidealized environment; physical board games; robust tabletop manipulation; six-DoF robot manipulator system; small-scale manipulation; state-of-the-art learning algorithm; unconstrained robotic manipulation; Cameras; Detectors; Games; Humans; Image color analysis; Robot sensing systems; Mechanism Design of Manipulators; Physical Human Robot Interaction;
Conference_Titel :
Robotics and Automation (ICRA), 2011 IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-386-5
DOI :
10.1109/ICRA.2011.5980528