TY - GEN
T1 - Dynamic targets detection for robotic applications using panoramic camera based on optical flow
AU - Zhu, Wei
AU - Tian, Li
AU - Di, Fang
AU - Li, Jian Li
AU - Li, Ke Jie
PY - 2013
Y1 - 2013
N2 - Optical flow method is an important and valid method in the field of detection and tracking of moving objects for robot inspection system. Due to the traditional Horn-Schunck optical flow method and Lucas-Kanade optical flow method cannot meet the demands of real-time and accuracy simultaneously, an improved optical flow method based on Gaussian image pyramid is proposed. The layered structure of the images can be obtained by desampling of the original sequential images so that the motion with the high speed can be changed into continuous motion with lower speed. Then the optical flows of corner points of the lowest layer will be calculated by the LK method and be delivered to the upper layer and so on. Thus the estimated optical flow vectors of the original sequential images will be obtained. In this way, the requirement of accuracy and real time could be met for robotic moving obstacle recognition.
AB - Optical flow method is an important and valid method in the field of detection and tracking of moving objects for robot inspection system. Due to the traditional Horn-Schunck optical flow method and Lucas-Kanade optical flow method cannot meet the demands of real-time and accuracy simultaneously, an improved optical flow method based on Gaussian image pyramid is proposed. The layered structure of the images can be obtained by desampling of the original sequential images so that the motion with the high speed can be changed into continuous motion with lower speed. Then the optical flows of corner points of the lowest layer will be calculated by the LK method and be delivered to the upper layer and so on. Thus the estimated optical flow vectors of the original sequential images will be obtained. In this way, the requirement of accuracy and real time could be met for robotic moving obstacle recognition.
KW - Dynamic targets detection
KW - Gaussian image pyramid
KW - Harris corner detection algorithm
KW - Optical flow method
KW - Panoramic annular image
KW - Robotic obstacle recognition
UR - https://www.scopus.com/pages/publications/84885754170
U2 - 10.4028/www.scientific.net/AMM.376.455
DO - 10.4028/www.scientific.net/AMM.376.455
M3 - Conference contribution
AN - SCOPUS:84885754170
SN - 9783037858073
T3 - Applied Mechanics and Materials
SP - 455
EP - 460
BT - Materials and Diverse Technologies in Industry and Manufacture
T2 - 2013 International Conference on Mechanical, Automotive and Materials Engineering, CMAME 2013
Y2 - 26 July 2013 through 27 July 2013
ER -