RGBD mapping solution for low-cost robot

被引:1
|
作者
Beno, Peter [1 ]
Duchon, Frantisek [1 ]
Hubinsky, Peter [1 ]
Dekan, Martin [1 ]
Tolgyessy, Michal [1 ]
Dobis, Michal [1 ]
机构
[1] Slovak Univ Technol Bratislava, Vazovova 5, Bratislava 81243, Slovakia
关键词
RGBD; Mapping; Feature detector; Visual odometry; SLAM; REGISTRATION;
D O I
10.1007/s00138-022-01275-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper is focused on the proposal and verification of the RGBD mapping system for a small, low-cost mobile robot. The solution's requested properties were easy to replicate and easy to extend for further development on commonly available personal computers. The proposed solution is based on a Kinect sensor. Furthermore, 14 feature detectors were evaluated, and an ORB detector was chosen for the final implementation. In the image, pre-processing CLAHE filter was applied. Post-processing used the modification of the RANSAC method. The final solution proves a globally consistent SLAM based on an RGBD sensor. The article also presents research, which suggests a parallelization scheme of the computational process using a multi-core CPU to achieve real-time processing.
引用
收藏
页数:27
相关论文
共 50 条
  • [31] Robust Magnetic Field Loop Closure Detection for Low-Cost Robot's Localization and Mapping
    Yao, Bin
    Li, Wen
    Wei, Dongyan
    Ji, Xinchun
    Zhang, Wenchao
    CHINA SATELLITE NAVIGATION CONFERENCE PROCEEDINGS, CSNC 2022, VOL III, 2022, 910 : 541 - 551
  • [32] 3D Environmental Mapping of Mobile Robot Using a Low-cost Depth Camera
    Qian, Kun
    Ma, Xudong
    Fang, Fang
    Yang, Hong
    2013 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (ICMA), 2013, : 507 - 512
  • [33] A low-cost glacier-mapping system
    Christensen, EL
    Reeh, N
    Forsberg, R
    Jorgensen, JH
    Skou, N
    Woelders, K
    JOURNAL OF GLACIOLOGY, 2000, 46 (154) : 531 - 537
  • [34] LOW-COST SPACECRAFT BEGINS MAPPING MOON
    LENOROVITZ, JM
    ASKER, JR
    AVIATION WEEK & SPACE TECHNOLOGY, 1994, 140 (10): : 20 - 21
  • [35] 3 LOW-COST MAPPING PACKAGES FOR MICROCOMPUTERS
    WIGGINS, LL
    JOURNAL OF THE AMERICAN PLANNING ASSOCIATION, 1986, 52 (04) : 480 - 488
  • [36] MobiKa - Low-Cost Mobile Robot for Human-Robot Interaction
    Graf, Florenz
    Odabasi, Cagatay
    Jacobs, Theo
    Graf, Birgit
    Foedisch, Thomas
    2019 28TH IEEE INTERNATIONAL CONFERENCE ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION (RO-MAN), 2019,
  • [37] A Robot System Design for Low-Cost Multi-Robot Manipulation
    McLurkin, James
    McMullen, Adam
    Robbins, Nick
    Habibi, Golnaz
    Becker, Aaron
    Chou, Alvin
    Li, Hao
    John, Meagan
    Okeke, Nnena
    Rykowski, Joshua
    Kim, Sunny
    Xie, William
    Vaughn, Taylor
    Zhou, Yu
    Shen, Jennifer
    Chen, Nelson
    Kaseman, Quillan
    Langford, Lindsay
    Hunt, Jeremy
    Boone, Amanda
    Koch, Kevin
    2014 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2014), 2014, : 912 - 918
  • [38] A low-cost monocular vision system for robot calibration
    Rojas Urzulo, Jesus Abraham
    Gonzalez-Barbosa, Jose-Joel
    Sandoval Castro, Xochitl Yamile
    Ruiz Torres, Maximiano Francisco
    Gonzalez-Barbosa, Erick-Alejandro
    NEXO REVISTA CIENTIFICA, 2023, 36 (04): : 482 - 494
  • [39] Low-Cost Assistive Robot for Mirror Therapy Rehabilitation
    Morris, Colin
    Fu, Yuxin
    McCormick, Scott
    Wachter, Bradley
    Devasia, Santosh
    2017 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (IEEE ROBIO 2017), 2017, : 2057 - 2062
  • [40] URA 4.0: A Low-Cost Modular Robot for Education
    Ribeiro, William da Cunha
    Santana, Orivaldo V., Jr.
    Burlamaqui, Aquiles M. F.
    Lima da Silva, Cleilton Carlos
    15TH LATIN AMERICAN ROBOTICS SYMPOSIUM 6TH BRAZILIAN ROBOTICS SYMPOSIUM 9TH WORKSHOP ON ROBOTICS IN EDUCATION (LARS/SBR/WRE 2018), 2018, : 528 - 534