Title :
Fast 3D stabilization and mosaic construction
Author :
Morimoto, Carlos ; Chellappa, Rama
Author_Institution :
Comput. Vision Lab., Maryland Univ., College Park, MD, USA
Abstract :
The authors present a fast electronic image stabilization system that compensates for 3D rotation. The extended Kalman filter framework is employed to estimate the rotation between frames, which is represented using unit quaternions. A small set of automatically selected and tracked feature points are used as measurements. The effectiveness of this technique is also demonstrated by constructing mosaic images from the motion estimates, and comparing them to mosaics built from 2D stabilization algorithms. Two different stabilization schemes are presented. The first, implemented in a real-time platform based on a Datacube MV200 board, estimates the motion between two consecutive frames and is able to process gray level images of resolution 128×120 at 10 Hz. The second scheme estimates the motion between the current frame and an inverse mosaic; this allows better estimation without the need for indexing the new image frames. Experimental results for both schemes using real and synthetic image sequences are presented
Keywords :
Kalman filters; computer vision; feature extraction; image sequences; motion estimation; real-time systems; rotation; stability; 10 Hz; 2D stabilization algorithms; 3D rotation compensation; Datacube MV200 board; automatically selected feature points; automatically tracked feature points; extended Kalman filter framework; fast 3D stabilization; fast electronic image stabilization system; gray level image processing; image frame indexing; inverse mosaic; mosaic image construction; real image sequences; real-time platform; rotation estimation; synthetic image sequences; unit quaternions; Cameras; Image motion analysis; Image resolution; Image sequence analysis; Image sequences; Indexing; Motion analysis; Motion estimation; Pixel; Robot vision systems;
Conference_Titel :
Computer Vision and Pattern Recognition, 1997. Proceedings., 1997 IEEE Computer Society Conference on
Conference_Location :
San Juan
Print_ISBN :
0-8186-7822-4
DOI :
10.1109/CVPR.1997.609396