TY - JOUR
T1 - Flicker parameters estimation in old film sequences containing moving objects
AU - Zhang, Xiaoyong
AU - Abe, Masahide
AU - Kawamata, Masayuki
PY - 2011/12
Y1 - 2011/12
N2 - The aim of this study is to improve the accuracy of flicker parameters estimation in old film sequences in which moving objects are present. Conventional methods tend to fail in flicker parameters estimation due to the effects of moving objects. Our proposed method firstly utilizes an adaptive Gaussian mixture model (GMM)-based method to detect the moving objects in the film sequences, and combines the detected results with the histogram-matched frames to generate reference frames for flicker parameters estimation. Then, on the basis of a linear flicker model, the proposed method uses an M-estimator with the reference frames to estimate the flicker parameters. Experimental results show that the proposed method can effectively improve the accuracy of flicker parameters estimation when the moving objects are present in the film sequences.
AB - The aim of this study is to improve the accuracy of flicker parameters estimation in old film sequences in which moving objects are present. Conventional methods tend to fail in flicker parameters estimation due to the effects of moving objects. Our proposed method firstly utilizes an adaptive Gaussian mixture model (GMM)-based method to detect the moving objects in the film sequences, and combines the detected results with the histogram-matched frames to generate reference frames for flicker parameters estimation. Then, on the basis of a linear flicker model, the proposed method uses an M-estimator with the reference frames to estimate the flicker parameters. Experimental results show that the proposed method can effectively improve the accuracy of flicker parameters estimation when the moving objects are present in the film sequences.
KW - Flicker correction
KW - Gaussian mixture model
KW - M-estimation
KW - Motion detection
KW - Old film restoration
UR - http://www.scopus.com/inward/record.url?scp=82655165310&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=82655165310&partnerID=8YFLogxK
U2 - 10.1587/transfun.E94.A.2836
DO - 10.1587/transfun.E94.A.2836
M3 - Article
AN - SCOPUS:82655165310
SN - 0916-8508
VL - E94-A
SP - 2836
EP - 2844
JO - IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
JF - IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
IS - 12
ER -