How to Build a 2D and 3D Aerial Multispectral Map?-All Steps Deeply Explained

被引:11
|
作者
Vong, Andre [1 ]
Matos-Carvalho, Joao P. [2 ]
Toffanin, Piero [3 ]
Pedro, Dario [1 ,4 ,5 ]
Azevedo, Fabio [6 ,7 ]
Moutinho, Filipe [1 ,4 ]
Garcia, Nuno Cruz [8 ]
Mora, Andre [1 ,4 ]
机构
[1] NOVA Sch Sci & Technol, P-2829516 Caparica, Portugal
[2] Univ Lusofona Humanidades & Tecnol, Cognit & People Ctr Comp Labs COPELABS, Campo Grande 376, P-1749024 Lisbon, Portugal
[3] UAV4GEO, St Petersburg, FL 33713 USA
[4] Univ Nova Lisboa, Ctr Technol & Syst, P-2829516 Caparica, Portugal
[5] PDMFC, P-1300609 Lisbon, Portugal
[6] BEV Beyond Vis, P-2610161 Ilhavo, Portugal
[7] Univ Porto, FEUP, Elect & Comp Engn Dept, P-4099002 Porto, Portugal
[8] Univ Lisbon, LASIGE, Fac Ciencias, P-1749016 Lisbon, Portugal
关键词
structure from motion; multi-view stereo; Poisson Reconstruction; multispectral; aerial mapping; stitching; thermal; 2D and 3D mapping; MULTIVIEW STEREO; SURFACE RECONSTRUCTION; TEXTURE RECONSTRUCTION; GRAPH-CUTS; SET; MODELS; FUSION; SPLINE; SHAPE;
D O I
10.3390/rs13163227
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The increased development of camera resolution, processing power, and aerial platforms helped to create more cost-efficient approaches to capture and generate point clouds to assist in scientific fields. The continuous development of methods to produce three-dimensional models based on two-dimensional images such as Structure from Motion (SfM) and Multi-View Stereopsis (MVS) allowed to improve the resolution of the produced models by a significant amount. By taking inspiration from the free and accessible workflow made available by OpenDroneMap, a detailed analysis of the processes is displayed in this paper. As of the writing of this paper, no literature was found that described in detail the necessary steps and processes that would allow the creation of digital models in two or three dimensions based on aerial images. With this, and based on the workflow of OpenDroneMap, a detailed study was performed. The digital model reconstruction process takes the initial aerial images obtained from the field survey and passes them through a series of stages. From each stage, a product is acquired and used for the following stage, for example, at the end of the initial stage a sparse reconstruction is produced, obtained by extracting features of the images and matching them, which is used in the following step, to increase its resolution. Additionally, from the analysis of the workflow, adaptations were made to the standard workflow in order to increase the compatibility of the developed system to different types of image sets. Particularly, adaptations focused on thermal imagery were made. Due to the low presence of strong features and therefore difficulty to match features across thermal images, a modification was implemented, so thermal models could be produced alongside the already implemented processes for multispectral and RGB image sets.
引用
收藏
页数:47
相关论文
共 50 条
  • [1] A 3D map of atoms in 2D materials
    Kirkland, Angus I.
    NATURE MATERIALS, 2020, 19 (08) : 827 - 828
  • [2] A 3D map of atoms in 2D materials
    Angus I. Kirkland
    Nature Materials, 2020, 19 : 827 - 828
  • [3] From 2D to 3D: Using illumination cones to build 3d face model
    Xiao, S. S.
    Jin, M.
    4TH INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY (ISIST' 2006), 2006, 48 : 318 - 323
  • [4] 3D Indoor Map Building with Monte Carlo Localization in 2D Map
    Zhao, Lei
    Fan, Zhun
    Li, Wenji
    Xie, Honghui
    Xiao, Yang
    2016 2ND INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS - COMPUTING TECHNOLOGY, INTELLIGENT TECHNOLOGY, INDUSTRIAL INFORMATION INTEGRATION (ICIICII), 2016, : 236 - 240
  • [5] Embodied interaction with a 3D versus 2D mobile map
    Antti Oulasvirta
    Sara Estlander
    Antti Nurminen
    Personal and Ubiquitous Computing, 2009, 13 : 303 - 320
  • [6] 3D Map Building Using a 2D Laser Scanner
    Llamazares, A.
    Molinos, E. J.
    Ocana, M.
    Bergasa, L. M.
    Hernandez, N.
    Herranz, F.
    COMPUTER AIDED SYSTEMS THEORY - EUROCAST 2011, PT II, 2012, 6928 : 412 - 419
  • [7] 2D to 3D Conversion Based on Disparity Map Estimation
    Gonzalez-Huitron, V.
    Ramos-Diaz, E.
    Kravchenko, V.
    Ponomaryov, V.
    PROGRESS IN PATTERN RECOGNITION IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2014, 2014, 8827 : 982 - 989
  • [8] Embodied interaction with a 3D versus 2D mobile map
    Oulasvirta, Antti
    Estlander, Sara
    Nurminen, A.
    PERSONAL AND UBIQUITOUS COMPUTING, 2009, 13 (04) : 303 - 320
  • [9] 2D or 3D?
    Mills, R
    COMPUTER-AIDED ENGINEERING, 1996, 15 (08): : 4 - 4
  • [10] 3D Image Steganography Using Sine Logistic Map and 2D Hyperchaotic Map
    Elkandoz, Marwa T.
    Alexan, Wassim
    Hussein, Hisham H.
    2019 INTERNATIONAL CONFERENCE ON ELECTRICAL AND COMPUTING TECHNOLOGIES AND APPLICATIONS (ICECTA), 2019,