Image Edge Detection for Stitching Aerial Images with Geometrical Rectification

被引:0
作者
Liu, Zhi-Xuan [1 ]
Lin, Qiu-Hua [1 ]
Hao, Ying-Guang [1 ]
机构
[1] Dalian Univ Technol, Sch Informat & Commun Engn, Dalian 116023, Peoples R China
来源
ADVANCES IN NEURAL NETWORKS - ISNN 2018 | 2018年 / 10878卷
关键词
Image geometric rectification; Edge detection; Image stitching; Window function;
D O I
10.1007/978-3-319-92537-0_61
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Changes of the flight attitude of unmanned aircraft cause nonlinear distortion in the aerial images. Stitching these images without geometric rectification may cause the problem of mismatching. However, the geometric rectification model produces invalid regions at the edge of images. A direct cutting for these invalid regions leads to removing lots of useful information, whereas a noisy seam is visible in the stitched image if the edge cutting is omitted. We propose a solution of edge detection for detecting invalid and noisy regions. More precisely, our method includes two passes of edge detection for images with geometric rectification. The first pass of image edge detection is to find the boundary between valid and invalid scenes. The second pass is to detect the noisy regions. The invalid and noisy regions are finally removed for image stitching, and the effective areas of the image are kept to the maximum extent. Experimental results demonstrate the efficacy of the proposed method.
引用
收藏
页码:532 / 540
页数:9
相关论文
共 10 条
[1]  
Bagheri H., 2014, IR C INT SYST, P1
[2]   Automatic panoramic image stitching using invariant features [J].
Brown, Matthew ;
Lowe, David G. .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2007, 74 (01) :59-73
[3]  
Deng H., 2013, ADV INFORM COMMUNI 2, V393, P352
[4]   Automated Geometric Correction of Landsat MSS L1G Imagery [J].
Devaraj, Chabitha ;
Shah, Chintan A. .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2014, 11 (01) :347-351
[5]   Fast and robust geometric correction for mosaicking UAV images with narrow overlaps [J].
Kim, Jae-In ;
Kim, Taejung ;
Shin, Daesik ;
Kim, SangHee .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2017, 38 (8-10) :2557-2576
[6]  
Li Z., 2010, THESIS, P9
[7]  
Liew L H, 2012, LECT NOTES ELECT ENG, V203, P169, DOI DOI 10.1007/978-94-007-5699-1_
[8]   A Novel Adjustment Model for Mosaicking Low-Overlap Sweeping Images [J].
Liu, Jianchen ;
Gong, Jianya ;
Guo, Bingxuan ;
Zhang, Weilong .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2017, 55 (07) :4089-4097
[9]   INFLUENCE OF THE NATURE AND NUMBER OF GROUND CONTROL POINTS TO THE QUALITY OF REMOTE SENSING GEOMETRIC CORRECTIONS [J].
More, G. ;
Pons, X. .
2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, :2356-2359
[10]   Near Real-Time Orthorectification and Mosaic of Small UAV Video Flow for Time-Critical Event Response [J].
Zhou, Guoqing .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (03) :739-747