Fruit detachment and classification method for strawberry harvesting robot

被引:3
|
作者
Guo, Feng
Cao, Qixin
Masateru, Nagata
机构
关键词
Algorithms - Computer vision - Fruits - Harvesting - Image segmentation - Pattern matching;
D O I
暂无
中图分类号
学科分类号
摘要
Fruit detachment and on-line classification is important for the development of harvesting robot. With the specific requriements of robot used for harvesting strawberries growing on the ground, a fruit detachment and classification method is introduced in this paper. OHTA color spaces based image segmentation algorithm is utilized to extract strawberry from background; Principal inertia axis of binary strawberry blob is calculated to give the pose information of fruit. Strawberry is picked selectively according to its ripeness and classified according to its shape feature. Histogram matching based method for fruit shape judgment is introduced firstly. Experiment results show that this method can achieve 93% accuracy of strawberry's stem detection, 90% above accuracy of ripeness and shape quality judgment on black and white background. With the improvement of harvesting mechanism design, this method has application potential in the field operation.
引用
收藏
页码:41 / 48
相关论文
共 50 条
  • [21] Automated harvesting by a dual-arm fruit harvesting robot
    Takeshi Yoshida
    Yuki Onishi
    Takuya Kawahara
    Takanori Fukao
    ROBOMECH Journal, 9
  • [22] Automated harvesting by a dual-arm fruit harvesting robot
    Yoshida, Takeshi
    Onishi, Yuki
    Kawahara, Takuya
    Fukao, Takanori
    ROBOMECH JOURNAL, 2022, 9 (01):
  • [23] Study on Cartesian-Type Strawberry-Harvesting Robot
    Cui, Y.
    Gejima, Y.
    Kobayashi, T.
    Hiyoshi, K.
    Nagata, M.
    SENSOR LETTERS, 2013, 11 (6-7) : 1223 - 1228
  • [24] Strawberry ripeness classification method in facility environment based on red color ratio of fruit rind
    Wang, Dezhi
    Wang, Xiaochan
    Chen, Yanyu
    Wu, Yao
    Zhang, Xiaolei
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2023, 214
  • [25] Review on fruit harvesting method for potential use of automatic fruit harvesting systems
    Li, Peilin
    Lee, Sang-heon
    Hsu, Hung-Yao
    PEEA 2011, 2011, 23
  • [26] An automated fruit harvesting robot by using deep learning
    Yuki Onishi
    Takeshi Yoshida
    Hiroki Kurita
    Takanori Fukao
    Hiromu Arihara
    Ayako Iwai
    ROBOMECH Journal, 6
  • [27] Stereoscopic positioning of intelligent fruit harvesting robot: A review
    1600, Trans Tech Publications Ltd (621):
  • [28] Design of fruit harvesting robot based on stereo vision
    Zhou J.
    Liu R.
    Zhang G.
    Nongye Jixie Xuebao/Transactions of the Chinese Society of Agricultural Machinery, 2010, 41 (06): : 158 - 162
  • [29] An automated fruit harvesting robot by using deep learning
    Onishi, Yuki
    Yoshida, Takeshi
    Kurita, Hiroki
    Fukao, Takanori
    Arihara, Hiromu
    Iwai, Ayako
    ROBOMECH JOURNAL, 2019, 6 (01):
  • [30] Design and Test of Harvesting Robot for Table-top Cultivated Strawberry
    Feng, Qingchun
    Chen, Jian
    Zhang, Man
    Wang, Xiu
    2019 WORLD ROBOT CONFERENCE SYMPOSIUM ON ADVANCED ROBOTICS AND AUTOMATION (WRC SARA 2019), 2019, : 80 - 85