Automatic panoramic image stitching using invariant features

被引:2959
作者
Brown, Matthew [1 ]
Lowe, David G. [1 ]
机构
[1] Univ British Columbia, Dept Comp Sci, Vancouver, BC V6T 1W5, Canada
关键词
multi-image matching; stitching; recognition;
D O I
10.1007/s11263-006-0002-3
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
This paper concerns the problem of fully automated panoramic image stitching. Though the ID problem (single axis of rotation) is well studied, 2D or multi-row stitching is more difficult. Previous approaches have used human input or restrictions on the image sequence in order to establish matching images. In this work, we formulate stitching as a multi-image matching problem, and use invariant local features to find matches between all of the images. Because of this our method is insensitive to the ordering, orientation, scale and illumination of the input images. It is also insensitive to noise images that are not part of a panorama, and can recognise multiple panoramas in an unordered image dataset. In addition to providing more detail, this paper extends our previous work in the area (Brown and Lowe, 2003) by introducing gain compensation and automatic straightening steps.
引用
收藏
页码:59 / 73
页数:15
相关论文
共 34 条
[1]
AGARWALA A, 2004, ACM T GRAPHICS SIGGR
[2]
[Anonymous], 2004, MSRTR200492
[3]
[Anonymous], P INT C COMP VIS PAT
[4]
Bascle B., 1996, P ECCV, P312
[5]
Shape indexing using approximate nearest-neighbour search in high-dimensional spaces [J].
Beis, JS ;
Lowe, DG .
1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, :1000-1006
[6]
Brown C, 1997, GAS ENG MANAGE, V37, P8
[7]
Brown M, 2003, NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, P1218
[8]
Brown M., 2005, P INT C COMP VIS PAT
[9]
A MULTIRESOLUTION SPLINE WITH APPLICATION TO IMAGE MOSAICS [J].
BURT, PJ ;
ADELSON, EH .
ACM TRANSACTIONS ON GRAPHICS, 1983, 2 (04) :217-236
[10]
Automated mosaicing with super-resolution zoom [J].
Capel, D ;
Zisserman, A .
1998 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1998, :885-891