Title :
Evaluation of image stabilization algorithms
Author :
Morimoto, Carlos ; Chellappa, Rama
Author_Institution :
IBM Almaden Res. Center, San Jose, CA, USA
Abstract :
Several techniques for electronic image stabilization have been proposed, but very little research has been done to compare and evaluate such techniques. We propose a set of measures to evaluate image stabilization algorithms based of their fidelity, displacement range, and performance. These measures do not require calibration or ground truth, making the evaluation procedure very simple and flexible, i.e., it provides the means to compare techniques based on different motion models. We have used this procedure to compare several image stabilization algorithms and also evaluate the sensitivity of these algorithms to some of its parameters. These same procedures could also be used for the comparison and evaluation of motion estimation and image registration techniques
Keywords :
image registration; image sequences; motion compensation; motion estimation; stability; video signal processing; compensated video sequence; displacement range; electronic image stabilization; fidelity; image registration; image stabilization algorithms; motion estimation; motion models; performance; Calibration; Cameras; Displacement measurement; Military computing; Motion estimation; Motion measurement; PSNR; Pixel; Signal to noise ratio; Video sequences;
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4428-6
DOI :
10.1109/ICASSP.1998.678102