All-Around 3D Reconstruction from Spherical Images with Semantic Segmentation

被引:0
作者
Pennanen, Tuulia [1 ]
Ariram, Siva [1 ]
Tikanmaki, Antti [1 ]
Roning, Juha [1 ]
机构
[1] Univ Oulu, Biomimet & Intelligent Syst Grp, Oulu, Finland
来源
2021 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2021) | 2021年
关键词
3D reconstruction; semantic segmentation; spherical images; mobile robotics; ROBUST;
D O I
10.1109/ICMA52036.2021.9512619
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Lightweight, affordable spherical cameras can be utilized in mobile robotics to build a 3D map of the working environment of a robot. This paper demonstrates how to use the optical flow between two spherical images to quickly construct a semantically meaningful 3D model spanning all directions. The main contribution of the paper is the use of semantic segmentation to increase the robustness of the reconstruction method in both indoor and outdoor applications.
引用
收藏
页码:193 / 199
页数:7
相关论文
共 14 条
  • [1] DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
    Chen, Liang-Chieh
    Papandreou, George
    Kokkinos, Iasonas
    Murphy, Kevin
    Yuille, Alan L.
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2018, 40 (04) : 834 - 848
  • [2] da Silveira TLT, 2019, 2019 26TH IEEE CONFERENCE ON VIRTUAL REALITY AND 3D USER INTERFACES (VR), P9, DOI [10.1109/VR.2019.8798281, 10.1109/vr.2019.8798281]
  • [3] Deep Residual Learning for Image Recognition
    He, Kaiming
    Zhang, Xiangyu
    Ren, Shaoqing
    Sun, Jian
    [J]. 2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, : 770 - 778
  • [4] Huang JW, 2017, P IEEE VIRT REAL ANN, P37, DOI 10.1109/VR.2017.7892229
  • [5] Fast Omnidirectional Depth Densification
    Jang, Hyeonjoong
    Jeon, Daniel S.
    Ha, Hyunho
    Kim, Min H.
    [J]. ADVANCES IN VISUAL COMPUTING, ISVC 2019, PT I, 2020, 11844 : 683 - 694
  • [6] All-Around Depth from Small Motion with a Spherical Panoramic Camera
    Im, Sunghoon
    Ha, Hyowon
    Rameau, Francois
    Jeon, Hae-Gon
    Choe, Gyeongmin
    Kweon, In So
    [J]. COMPUTER VISION - ECCV 2016, PT III, 2016, 9907 : 156 - 172
  • [7] Manolis IAL., 2005, Found Res Technol, V4, P1, DOI DOI 10.1016/j.ijinfomgt.2009.10.001
  • [8] Pathak S, 2018, IEEE IMAGE PROC, P3358, DOI 10.1109/ICIP.2018.8451406
  • [9] Pathak S, 2016, IEEE CONF IMAGING SY, P140, DOI 10.1109/IST.2016.7738212
  • [10] 3D floor plan recovery from overlapping spherical images
    Pintore G.
    Ganovelli F.
    Pintus R.
    Scopigno R.
    Gobbetti E.
    [J]. Computational Visual Media, 2018, 4 (4) : 367 - 383