Monitoring Nests of Solitary Bees using Image Processing Techniques

被引:0
|
作者
Hart, N. H. [1 ]
Huang, L. [1 ]
机构
[1] Auckland Univ Technol, Sch Engn, Auckland, New Zealand
关键词
Image processing; machine vision; data mining; fast random forest; WEKA; FIJI; ecological monitoring; native bees; solitary bees; insects;
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
The results from monitoring New Zealand's native bees based on image processing techniques are presented. Rather than identifying individual bees directly images of active ground nests are collected, processed and counted. The number of nests is good estimate of population since the number of bees in each nest is constant for most native species; described as solitary because a single female constructs a single nest. Open source software FIJI was used to pre-process and classify images. Accuracies were verified using data mining software WEKA. To date, the random forest classifier has returned fast effective results, classifying nests which are otherwise impossible to identify with the naked eye. Population fluctuations are evident when the two seasons are compared. This method produces repeatable, reliable estimations of the population status of New Zealand native bees.
引用
收藏
页码:1 / 4
页数:4
相关论文
共 50 条
  • [1] Monitoring populations of solitary bees using image processing techniques
    Hart, Ngaire H.
    Huang, Loulin
    [J]. INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2014, 50 (1-2) : 45 - 50
  • [2] Tool wear monitoring in turning using image processing techniques
    Bagga, P. J.
    Makhesana, M. A.
    Patel, Kavan
    Patel, K. M.
    [J]. MATERIALS TODAY-PROCEEDINGS, 2021, 44 : 771 - 775
  • [3] Monitoring and Controlling Rice Diseases Using Image Processing Techniques
    Joshi, Amrita A.
    Jadhav, B. D.
    [J]. 2016 INTERNATIONAL CONFERENCE ON COMPUTING, ANALYTICS AND SECURITY TRENDS (CAST), 2016, : 471 - 476
  • [4] Occupation and Emergence of Solitary Bees in Different Types of Trap Nests
    Guimaraes-Brasil, M. O.
    Brasil, D. F.
    Pacheco-Filho, A. J. S.
    Silva, C., I
    Freitas, B. M.
    [J]. SOCIOBIOLOGY, 2019, 66 (02): : 316 - 326
  • [5] BEHAVIOR OF SOME SOCIAL AND SOLITARY HALICTINE BEES WITHIN THEIR NESTS
    BATRA, SWT
    [J]. AMERICAN ZOOLOGIST, 1967, 7 (04): : 806 - &
  • [6] Concrete-crack monitoring using digital image processing techniques
    Avak, Ralf
    Schwuchow, Ronald
    Franz, Marcel
    [J]. BAUTECHNIK, 2007, 84 (06) : 403 - 408
  • [7] Dynamics of nest occupation and homing of solitary bees in painted trap nests
    Boff, Samuel
    Friedel, Anna
    [J]. ECOLOGICAL ENTOMOLOGY, 2021, 46 (02) : 496 - 499
  • [8] Photogrammetry and image processing techniques for beach monitoring
    Sanchez-Garcia, Elena
    [J]. REVISTA DE TELEDETECCION, 2020, (56): : 175 - 180
  • [9] No evidence for environmental filtering of cavity-nesting solitary bees and wasps by urbanization using trap nests
    Xie, Garland
    Sookhan, Nicholas
    Carscadden, Kelly A.
    MacIvor, James Scott
    [J]. ECOLOGY AND EVOLUTION, 2022, 12 (10):
  • [10] Using image processing techniques to maximize the value of autonomous MPA monitoring for managers
    Cope, Samantha
    Zetterlind, Virgil
    Tougher, Brendan
    [J]. 2022 OCEANS HAMPTON ROADS, 2022,