Title :
Asymmetric gradient-based image alignment
Author :
Autheserre, Jean-baptiste ; Megret, Rémi ; Berthoumieu, Yannick
Author_Institution :
IMS Lab., Univ. of Bordeaux, Talence
Abstract :
A new method for template-based image alignment is presented in this paper. A gradient-based optimization of motion compensated error difference is addressed to solve the image alignment problem. Its novelty lies in the minimized error, which considers the bi-directional compensation of the reference template and the current image onto each other in a constrained asymmetrical fashion. The proposed approach is shown to be a generalization of previous state-of-the art gradient-based methods. An experimental evaluation is provided to show how the new method outperforms the former in presence of noisy images, and to give some insights into its properties.
Keywords :
gradient methods; image matching; image registration; motion estimation; asymmetric gradient-based image alignment; image registration; motion compensated error difference; noisy images; reference template bidirectional compensation; template-based image alignment; Art; Bidirectional control; Image registration; asymmetric constraint; bi-directional motion compensation; gradient-based methods; template matching;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-2353-8
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2009.4959750