Title :
Robust estimation of target scale by removing outlier motion vectors using MAD
Author :
Park, J.W. ; Moon, Y.S.
Author_Institution :
Dept. of Comput. Sci. & Eng., Hanyang Univ., South Korea
Abstract :
A robust estimation method for target scale using median absolute deviation (MAD) for reducing outlier motion vectors is proposed. To remove outlier motion vectors, the proposed method first uses normalised cross-correlation (NCC) and forward-backward (FB) filters. Then, the MAD filter removes the remaining outlier motion vectors. After filtering, inlier motion vectors are used to estimate a scale change ratio of the target. The estimated scale change ratio is evaluated by the MAD of scale change ratios to guarantee reliability of estimation.
Keywords :
correlation methods; estimation theory; filtering theory; motion estimation; reliability; vectors; FB filter; MAD filter; forward-backward filter; inlier motion vector; median absolute deviation filter; normalised cross-correlation filter; outlier motion vector removal; reliability; robust estimation method; target scale estimation;
Journal_Title :
Electronics Letters
DOI :
10.1049/el.2014.3821