Title :
An object recognition system for a smart home environment on the basis of color and texture descriptors
Author :
Baeg, Seung-Ho ; Park, Jae-Han ; Koh, Jaehan ; Park, Kyung-Wook ; Baeg, Moonhong
Author_Institution :
Korea Inst. of Ind. Technol., Ansan
fDate :
Oct. 29 2007-Nov. 2 2007
Abstract :
A prototype smart home environment for service robots has been constructed in the research building of Korea Institute of Industrial Technology (KITECH) to demonstrate the feasibility of a robot-assisted future home environment. An inexpensive service robot outfitted with a camera, a Radio Frequency Identification (RFID) reader, and a communication module is installed in the building as a future service robot system which is cheap but robust. In our robotic system, the RFID reader gets the rough location data and object information, and then the robot performs the object recognition scheme to get the exact position of the object in order to grasp it. Due to its concise and unambiguous description of the complex media contents, we adopted MPEG-7 visual descriptors for our object recognition system. In this paper, we propose a fast object recognition system for our smart home environment project, on the basis of MPEG-7 visual descriptors including color and texture. Experimental results show that our proposed system works well with good performance in terms of speed and recognition rate. This object recognition system will be incorporated into our mobile robotics platform and a shape descriptor is to be included in the next version of our object recognition system.
Keywords :
home automation; image colour analysis; manipulators; object recognition; radiofrequency identification; robot vision; service robots; Korea Institute of Industrial Technology; MPEG-7 visual descriptors; color descriptors; communication module; object recognition system; radio frequency identification reader; robot-assisted future home environment; robotic system; service robots; smart home environment; texture descriptors; Buildings; Cameras; Intelligent robots; MPEG 7 Standard; Object recognition; Prototypes; Radiofrequency identification; Robot vision systems; Service robots; Smart homes;
Conference_Titel :
Intelligent Robots and Systems, 2007. IROS 2007. IEEE/RSJ International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-0912-9
Electronic_ISBN :
978-1-4244-0912-9
DOI :
10.1109/IROS.2007.4399370