Fast electronic digital image stabilization for off-road navigation

被引:105
作者
Morimoto, C
Chellappa, R
机构
[1] Computer Vision Laboratory, Center for Automation Research, University of Maryland, College Park
关键词
D O I
10.1006/rtim.1996.0030
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
Image stabilization can be used as a front-end system for many tasks that require dynamic image analysis, such as navigation and tracking of independently moving objects from a moving platform. We present a fast and robust electronic digital image stabilization system that can handle large image displacements based on a two-dimensional feature-based multi-resolution motion estimation technique. The method tracks a small set of features and estimates the movement of the camera between consecutive frames. Stabilization is achieved by combining all motion from a reference frame and warping the current frame back to the reference. The system has been implemented on parallel pipeline image processing hardware (a Datacube MaxVideo 200) connected to a SUN SPARCstation 20/612 via a VME bus adaptor. Experimental results using video sequences taken from a camera mounted on a vehicle moving on rough terrain show the robustness of the system while running at approximately 20 frames/s. (C) 1996 Academic Press Limited
引用
收藏
页码:285 / 296
页数:12
相关论文
共 14 条
[1]
BALAKIRSKY S, 1995, THESIS U MARYLAND CO
[2]
BURT PJ, 1994, P ARPA IM UND WORKSH, P425
[3]
DAVIS LS, 1994, P ARPA IM UND WORKSH, P435
[4]
DURIC Z, 1995, CARTR778 U MAR CTR A
[5]
HANSEN M, 1994, P ARPA IM UND WORKSH, P457
[6]
IRANI M, 1994, 1994 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, P454, DOI 10.1109/CVPR.1994.323866
[7]
KWON OJ, 1995, P IEEE INT C AC SPEE
[8]
MORIMOTO CH, 1995, P INT VEH WORKSH
[9]
QUALITATIVE DETECTION OF MOTION BY A MOVING OBSERVER [J].
NELSON, RC .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1991, 7 (01) :33-46
[10]
ALGORITHMS FOR SUBPIXEL REGISTRATION [J].
TIAN, Q ;
HUHNS, MN .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 35 (02) :220-233