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
  • [1] Real-Time Aerial Image Mosaicing Using Hashing-based Matching
    de Lima, Roberto
    Martinez-Carranza, Jose
    [J]. 2017 WORKSHOP ON RESEARCH, EDUCATION AND DEVELOPMENT OF UNMANNED AERIAL SYSTEMS (RED-UAS), 2017, : 144 - 149
  • [2] Parallel hashing-based matching for real-time aerial image mosaicing
    de Lima, Roberto
    Cabrera-Ponce, Aldrich A.
    Martinez-Carranza, Jose
    [J]. JOURNAL OF REAL-TIME IMAGE PROCESSING, 2021, 18 (01) : 143 - 156
  • [3] Parallel hashing-based matching for real-time aerial image mosaicing
    Roberto de Lima
    Aldrich A. Cabrera-Ponce
    Jose Martinez-Carranza
    [J]. Journal of Real-Time Image Processing, 2021, 18 : 143 - 156
  • [4] Feature based image registration and mosaicing
    Song, WL
    Wang, H
    [J]. ENHANCED AND SYNTHETIC VISION 2000, 2000, 4023 : 260 - 268
  • [5] Image Stitching Method of Aerial Image Based on Feature Matching and Iterative Optimization
    Sun, Yue
    Lv, Yueyong
    Song, Bin
    Guo, Yanning
    Zhou, Lifan
    [J]. 2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 3024 - 3029
  • [6] A New Feature Matching Algorithm Based on the RMAI for Aerial Image Registration
    Liu, Zhaoxia
    Wang, Yaxuan
    Jing, Yu
    [J]. 2013 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), 2013, : 1187 - 1190
  • [7] Image mosaicing by stratified matching
    Kanazawa, Y
    Kanatani, K
    [J]. IMAGE AND VISION COMPUTING, 2004, 22 (02) : 93 - 103
  • [8] Image matching approach based on the invariant feature of image histogram
    Feng, Gui
    Lu, Jiang
    Lin, Zong-Jian
    [J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design & Computer Graphics, 2000, 12 (02): : 146 - 148
  • [9] A statistical framework for long-range feature matching in uncalibrated image mosaicing
    Cham, TJ
    Cipolla, R
    [J]. 1998 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1998, : 442 - 447
  • [10] Image Semantic Annotation Approach Based on the Feature Matching
    Jin, Cong
    Guo, Jinglei
    [J]. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON SOFT COMPUTING TECHNIQUES AND ENGINEERING APPLICATION, ICSCTEA 2013, 2014, 250 : 281 - 288