TY - JOUR
T1 - Rigid and non-rigid 3D motion estimation from multiview image sequences
AU - Ploskas, N.
AU - Simitopoulos, D.
AU - Tzovaras, D.
AU - Triantafyllidis, G. A.
AU - Strintzis, M. G.
PY - 2003/3
Y1 - 2003/3
N2 - Multiview image sequence processing has been the focus of considerable attention in recent literature. This paper presents an efficient technique for object-based rigid and non-rigid 3D motion estimation, applicable to problems occurring in multiview image sequence coding applications. More specifically, a neural network is formed for the estimation of the rigid 3D motion of each object in the scene, using initially estimated 2D motion vectors corresponding to each camera view. Non-linear error minimization techniques are adopted for neural network weight update. Furthermore, a novel technique is also proposed for the estimation of the local non-rigid deformations, based on the multiview camera geometry. Experimental results using both stereoscopic and trinocular camera setups illustrate and evaluate the proposed scheme.
AB - Multiview image sequence processing has been the focus of considerable attention in recent literature. This paper presents an efficient technique for object-based rigid and non-rigid 3D motion estimation, applicable to problems occurring in multiview image sequence coding applications. More specifically, a neural network is formed for the estimation of the rigid 3D motion of each object in the scene, using initially estimated 2D motion vectors corresponding to each camera view. Non-linear error minimization techniques are adopted for neural network weight update. Furthermore, a novel technique is also proposed for the estimation of the local non-rigid deformations, based on the multiview camera geometry. Experimental results using both stereoscopic and trinocular camera setups illustrate and evaluate the proposed scheme.
KW - Motion estimation
KW - Multiview
KW - Rigid/non-rigid
UR - http://www.scopus.com/inward/record.url?scp=0037370593&partnerID=8YFLogxK
U2 - 10.1016/S0923-5965(02)00131-5
DO - 10.1016/S0923-5965(02)00131-5
M3 - Journal article
AN - SCOPUS:0037370593
SN - 0923-5965
VL - 18
SP - 185
EP - 202
JO - Signal Processing: Image Communication
JF - Signal Processing: Image Communication
IS - 3
ER -