An efficient method for geo-referenced video mosaicing for environmental monitoring

被引:27
作者
Zhu, ZG
Riseman, EM
Hanson, AR
Schultz, H
机构
[1] CUNY City Coll, Dept Comp Sci, New York, NY 10031 USA
[2] Univ Massachusetts, Dept Comp Sci, Amherst, MA 01003 USA
基金
美国国家科学基金会;
关键词
image registration; video mosaicing; motion analysis; geo-reference image; environmental modeling;
D O I
10.1007/s00138-005-0173-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Environmental monitoring applications require seamless registration of optical data into large area mosaics that are geographically referenced to the world frame. Using frame-by-frame image registration alone, we can obtain seamless mosaics, but it will not exhibit geographical accuracy due to frame-to-frame error accumulation. On the other hand, the 3D geo-data from GPS, a laser profiler, an INS system provides a globally correct track of the motion without error propagation. However, the inherent (absolute) errors in the instrumentation are large for seamless mosaicing. The paper describes an effective two-track method for combining two different sources of data to achieve a seamless and geo-referenced mosaic, without 3D reconstruction or complex global registration. Experiments with real airborne video images show that the proposed algorithms are practical in important environmental applications.
引用
收藏
页码:203 / 216
页数:14
相关论文
共 28 条
[1]  
[Anonymous], 1974, APPL OPTIMAL ESTIMAT
[2]  
[Anonymous], P ECCV
[3]  
[Anonymous], 1987, ROBUST REGRESSION OU
[4]   ESTIMATING THE KINEMATICS AND STRUCTURE OF A RIGID OBJECT FROM A SEQUENCE OF MONOCULAR IMAGES [J].
BROIDA, TJ ;
CHELLAPPA, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (06) :497-513
[5]  
CHEN SE, 1995, P SIGGRAPH, V95, P29
[6]   Spherical mosaics with quaternions and dense correlation [J].
Coorg, S ;
Teller, S .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2000, 37 (03) :259-273
[7]   Mosaics of scenes with moving objects [J].
Davis, J .
1998 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1998, :354-360
[8]   Linear pushbroom cameras [J].
Gupta, R ;
Hartley, RI .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (09) :963-975
[9]  
HOLM M, 1999, IS T SPIE C VID SAN, V6, P139
[10]   A Stable Vision System for Moving Vehicles [J].
Jin, Jesse S. ;
Zhu, Zhigang ;
Xu, Guangyou .
IEEE Transactions on Intelligent Transportation Systems, 2000, 1 (01) :32-39