A Mosaicing Approach for Vessel Visual Inspection using a Micro-Aerial Vehicle

被引:0
|
作者
Garcia-Fidalgo, Emilio [1 ]
Ortiz, Alberto [1 ]
Bonnin-Pascual, Francisco [1 ]
Company, Joan P. [1 ]
机构
[1] Univ Balearic Isl, Dept Math & Comp Sci, Palma De Mallorca 07122, Spain
关键词
BINARY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Vessel maintenance entails periodic visual inspections of internal and external parts of the hull in order to detect the typical defective situations affecting metallic structures. Nowadays, robots are becoming more and more important regarding these inspection tasks, since they can collect the requested information and, thus, prevent humans from performing tedious, and even dangerous tasks because of places hard to reach for humans. A Micro Aerial Vehicle (MAV) fitted with vision cameras can be used as part of an automated or semi-automated inspection strategy. The resulting collection of individual images, however, does not permit the surveyor to get a global overview of the state of the surface under inspection, apart from the fact that the defects can be separated into different consecutive images. Image mosaicing can certainly help in this case. To this end, in this paper, we propose a novel image mosaicing approach able to deal with this kind of scenarios. Our solution employs a graph-based registration method from which relevant topological relationships between (overlapping) images are found. This graph is built according to a visual index based on a Bag-of-Words (BoW) scheme making use of binary descriptors for speeding up the image description process. At the end of the paper, we report about the results of a number of experiments that validate our approach, including the outcome of defect detectors working directly over the mosaic.
引用
收藏
页码:104 / 110
页数:7
相关论文
共 50 条
  • [11] Design and Development of Micro-Aerial Vehicle for Tree Inspections
    Tan, Chee How
    Goh, Jake Tze Huan
    Ang, Wei Jun
    Le Lee, Jiong
    Lin, Ervine Shengwei
    Soh, Gim Song
    Foong, Shaohui
    2017 IEEE INTERNATIONAL CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS (CIS) AND IEEE CONFERENCE ON ROBOTICS, AUTOMATION AND MECHATRONICS (RAM), 2017, : 593 - 598
  • [12] Autonomous exploration of indoor environments with a micro-aerial vehicle
    Pepe, Guillaume
    Satler, Massimo
    Tripicchio, Paolo
    2015 WORKSHOP ON RESEARCH, EDUCATION AND DEVELOPMENT OF UNMANNED AERIAL SYSTEMS (RED-UAS), 2015, : 43 - 52
  • [13] Bionic Hovering Micro-Aerial Vehicle Using Array-Spiracle Wings
    Zhou, Xiangcong
    Song, Xiaogang
    Zhang, Deyuan
    Liu, Yanqiang
    MACHINES, 2022, 10 (11)
  • [14] Simbeeotic: A Simulator and Testbed for Micro-Aerial Vehicle Swarm Experiments
    Kate, Bryan
    Waterman, Jason
    Dantu, Karthik
    Welsh, Matt
    IPSN'12: PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING IN SENSOR NETWORKS, 2012, : 49 - 60
  • [15] Gas Plume Tracking of Micro-aerial Vehicle in Tunnel Environment
    Yu, Qiuyue
    Cheng, Lei
    Wang, Xin
    Shang, Chuang
    Peng, Rui
    Zhu, Quanmin
    INNOVATIVE TECHNIQUES AND APPLICATIONS OF MODELLING, IDENTIFICATION AND CONTROL, 2018, 467 : 31 - 51
  • [16] Automated Indoor RFID Inventorying using a Self-Guided Micro-Aerial Vehicle
    Parkison, Steven A.
    Psota, Eric T.
    Perez, Lance C.
    2014 IEEE INTERNATIONAL CONFERENCE ON ELECTRO/INFORMATION TECHNOLOGY (EIT), 2014, : 335 - 340
  • [17] Yaw Torque Authority for a Flapping-Wing Micro-Aerial Vehicle
    Steinmeyer, Rebecca
    Hyun, Nak-seung P.
    Helbling, E. Farrell
    Wood, Robert J.
    2019 INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2019, : 2481 - 2487
  • [18] Numerical simulation of a flapping four-wing micro-aerial vehicle
    Tay, W. B.
    van Oudheusden, B. W.
    Bijl, H.
    JOURNAL OF FLUIDS AND STRUCTURES, 2015, 55 : 237 - 261
  • [19] Exploiting Mobility Heterogeneity in Micro-Aerial Vehicle Deployments for Environment Exploration
    Grocholsky, Ben
    Michael, Nathan
    2013 IEEE GLOBECOM WORKSHOPS (GC WKSHPS), 2013, : 1421 - 1425