Plant trait measurement in 3D for growth monitoring

被引:8
|
作者
Paturkar, Abhipray [1 ]
Sen Gupta, Gourab [1 ]
Bailey, Donald [1 ]
机构
[1] Massey Univ, Sch Food & Adv Technol, Dept Mech & Elect Engn, Palmerston North, New Zealand
关键词
3D modeling; Plant phenotyping; Plant growth monitoring; Structure-from-motion; LEAF; SYSTEM; CAMERA; LIDAR;
D O I
10.1186/s13007-022-00889-9
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background There is a demand for non-destructive systems in plant phenotyping which could precisely measure plant traits for growth monitoring. In this study, the growth of chilli plants (Capsicum annum L.) was monitored in outdoor conditions. A non-destructive solution is proposed for growth monitoring in 3D using a single mobile phone camera based on a structure from motion algorithm. A method to measure leaf length and leaf width when the leaf is curled is also proposed. Various plant traits such as number of leaves, stem height, leaf length, and leaf width were measured from the reconstructed and segmented 3D models at different plant growth stages. Results The accuracy of the proposed system is measured by comparing the values derived from the 3D plant model with manual measurements. The results demonstrate that the proposed system has potential to non-destructively monitor plant growth in outdoor conditions with high precision, when compared to the state-of-the-art systems. Conclusions In conclusion, this study demonstrated that the methods proposed to calculate plant traits can monitor plant growth in outdoor conditions.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] Wearable 3D measurement
    Manabe, Y
    Imura, M
    Tsuchiya, M
    Yasumuro, Y
    Chihara, K
    VIDEOMETRICS VII, 2003, 5013 : 233 - 240
  • [22] 3D deformation measurement
    Liu, Jinyuan
    Iskander, Magued
    Springer Series in Geomechanics and Geoengineering, 2010, 7 : 227 - 258
  • [23] 3D MEASUREMENT AND CAD
    MICHIWAKI, H
    INTERNATIONAL JOURNAL OF THE JAPAN SOCIETY FOR PRECISION ENGINEERING, 1995, 29 (02): : 113 - 116
  • [24] Metrology and 3D measurement
    Clarke, Tim
    SENSOR REVIEW, 2010, 30 (02) : 101 - 101
  • [25] 3D MONITORING - IDENTIFICATION OF MEASUREMENT PROBLEMS AT LARGER MOVEMENTS OF THE TRACKED POINTS
    Daliga, Karol
    Filipiak-Kowszyk, Daria
    Makowska, Karolina
    Szulwic, Jakub
    INFORMATICS, GEOINFORMATICS AND REMOTE SENSING CONFERENCE PROCEEDINGS, SGEM 2016, VOL II, 2016, : 25 - +
  • [26] 3D laser measurement and 3D optimization triangulation sensors
    Anon
    Mill Product News, 2001, 12 (06):
  • [27] Visualising plant growth and shape in 3D using optical projection tomography
    Lee, Karen
    Strasser, Johann
    Avondo, Jerome
    Southam, Paul
    Bangham, Andrew
    Coen, Enrico
    MECHANISMS OF DEVELOPMENT, 2009, 126 : S93 - S93
  • [28] 3D Plant Growth Prediction via Image-to-Image Translation
    Hamamoto, Tomohiro
    Uchiyama, Hideaki
    Shimada, Atsushi
    Taniguchi, Rin-ichiro
    PROCEEDINGS OF THE 15TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS, VOL 5: VISAPP, 2020, : 153 - 161
  • [29] Visible Camera-based 3D Phenotype Measurement System and Time-series Visual Growth Model of Plant
    Zhang H.
    Wang G.
    Bian L.
    Zheng J.
    Zhou H.
    Nongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery, 2019, 50 (10): : 197 - 207
  • [30] The Research of Chemical Plant Monitoring Base on the Internet of Things and 3D Visualization Technology
    Wang, Haibin
    Zou, Hehui
    Wu, Wenkai
    Guan, Guan
    He, Qing
    Leng, Bin
    Hu, Youpan
    2013 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA), 2013, : 860 - 864