Aerial Image Mosaicing Approach Based on Feature Matching

被引:0
|
作者
Hadrovic, Emina [1 ]
Osmankovic, Dinko [1 ]
Velagic, Jasmin [1 ]
机构
[1] Univ Sarajevo, Fac Elect Engn, Sarajevo 71000, Bosnia & Herceg
关键词
Image mosaic; Unmanned aerial vehicle; FANN algorithm; RANSAC; SURF descriptor;
D O I
暂无
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
The paper treats a problem of building an image mosaic or a 2D map from the sequence of images taken by an Unmanned Aerial Vehicle (UAV). The proposed algorithm is composed of the following parts: feature detection and extraction using Speeded Up Robust Features (SURF) descriptor, feature matching using Fast Approximate Nearest Neighbor Search (FANN) with automatic algorithm configuration, estimation of the optimal transform between images using RANdom SAmple Consensus (RANSAC) and finally creating a mosaic by stitching images together using the obtained transformations. Summarizing results obtained in two different scenarios, it can be concluded that the proposed algorithm exhibits near real time performance for automated UAV 2D aerial mapping.
引用
收藏
页码:177 / 180
页数:4
相关论文
共 50 条
  • [41] Block-based feature detection and matching for mosaicing of camera-captured document images
    Kasar, T.
    Ramakrishnan, A. G.
    [J]. TENCON 2007 - 2007 IEEE REGION 10 CONFERENCE, VOLS 1-3, 2007, : 1280 - 1283
  • [42] A region-based fuzzy feature matching approach to content-based image retrieval
    Chen, YX
    Wang, JZ
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (09) : 1252 - 1267
  • [43] Color Feature and Density based image mosaicing using repeated application of the ICP algorithm
    Chang, S
    Fuller, J
    Farsaie, A
    Elkins, L
    [J]. COMPUTATIONAL IMAGING II, 2004, 5299 : 262 - 270
  • [44] A Simple and Robust Feature Point Matching Algorithm Based on Restricted Spatial Order Constraints for Aerial Image Registration
    Liu, Zhaoxia
    An, Jubai
    Jing, Yu
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2012, 50 (02): : 514 - 527
  • [45] Feature Matching of Fuzzy Multimedia Image Based on Improved SIFT Matching
    Liu, Jianfang
    [J]. RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2016, 9 (01) : 34 - 38
  • [46] Image detection scale-invariant feature transform algorithm based on feature matching improves image matching accuracy
    Guo, Shuli
    Han, Lina
    Hao, Xiaoting
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2017, 70 (16) : C10 - C10
  • [47] A new feature matching algorithm for image registration based on feature similarity
    Lv, Jin-jian
    Wen, Gong-jian
    Wang, Ji-yang
    [J]. CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 4, PROCEEDINGS, 2008, : 421 - 425
  • [48] A new approach to real-time mosaicing of aerial images
    Kekec, Taygun
    Yildirim, Alper
    Unel, Mustafa
    [J]. ROBOTICS AND AUTONOMOUS SYSTEMS, 2014, 62 (12) : 1755 - 1767
  • [49] Fast Unmanned Aerial Vehicle Image Matching Combining Geometric Information and Feature Similarity
    Wei, Chunyang
    Xia, Hao
    Qiao, Yanyou
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 18 (10) : 1731 - 1735
  • [50] Feature matching algorithms for machine vision based autonomous aerial refueling
    Fravolini, M. L.
    Brunori, V.
    Ficola, A.
    La Cava, M.
    Campa, G.
    [J]. PROCEEDINGS OF 2006 MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION, VOLS 1 AND 2, 2006, : 13 - +