An Image Stitching Algorithm Based on Histogram Matching and SIFT Algorithm

被引:43
作者
Zhang, Jing [1 ,2 ]
Chen, Guangxue [1 ]
Jia, Zhaoyang [1 ,3 ]
机构
[1] South China Univ Technol, State Key Lab Pulp & Paper Engn, Guangzhou 510640, Guangdong, Peoples R China
[2] South China Univ Technol, Coll Arts, Guangzhou 510640, Guangdong, Peoples R China
[3] Tianjin Univ Sci & Technol, Coll Packaging & Printing Engn, Tianjin 300222, Peoples R China
关键词
Image stitching; histogram matching; SIFT; feature matching; image blending;
D O I
10.1142/S0218001417540064
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image stitching among images that have significant illumination changes will lead to unnatural mosaic image. An image stitching algorithm based on histogram matching and scale-invariant feature transform (SIFT) algorithm is brought out to solve the problem in this paper. First, histogram matching is used for image adjustment, so that the images to be stitched are at the same level of illumination, then the paper adopts SIFT algorithm to extract the key points of the images and performs the rough matching process, followed by RANSAC algorithm for fine matches, and finally calculates the appropriate mathematical mapping model between two images and according to the mapping relationship, a simple weighted average algorithm is used for image blending. The experimental results show that the algorithm is effective.
引用
收藏
页数:14
相关论文
共 12 条
[1]   RANDOM SAMPLE CONSENSUS - A PARADIGM FOR MODEL-FITTING WITH APPLICATIONS TO IMAGE-ANALYSIS AND AUTOMATED CARTOGRAPHY [J].
FISCHLER, MA ;
BOLLES, RC .
COMMUNICATIONS OF THE ACM, 1981, 24 (06) :381-395
[2]  
Gao Q., 2014, J INFORM COMPUTATION, V11, P3631
[3]  
Gonzalez R.C., 2005, Digital image processing
[4]   An Improved RANSAC Algorithm of Color Image Stitching [J].
Huang, Weijie ;
Han, Xiaowei .
PROCEEDINGS OF 2013 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT INFORMATION PROCESSING, 2013, 256 :21-28
[5]  
Jiang X. H., 2015, COMPUT KNOWL TECHNOL, V11, P127
[6]  
Kim C.-W., 2015, Int. J. Multimedia Ubiquitous Eng, V10, P289, DOI [10.14257/ijmue.2015.10.12.29, DOI 10.14257/IJMUE.2015.10.12.29]
[7]   Distinctive image features from scale-invariant keypoints [J].
Lowe, DG .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 60 (02) :91-110
[8]   The Improved Algorithm of Fast Panorama Stitching for Image Sequence and Reducing the Distortion Errors [J].
Qu, Zhong ;
Lin, Si-Peng ;
Ju, Fang-Rong ;
Liu, Ling .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
[9]  
Shi XB, 2013, PROCEEDINGS 2013 INTERNATIONAL CONFERENCE ON MECHATRONIC SCIENCES, ELECTRIC ENGINEERING AND COMPUTER (MEC), P2213, DOI 10.1109/MEC.2013.6885414
[10]  
Szeliski R, 2011, TEXTS COMPUT SCI, P1, DOI 10.1007/978-1-84882-935-0