Mask-RCNN based object segmentation and distance measurement for Robot grasping

被引:0
作者
Jeong, Dong-Kyo [1 ]
Kang, Ho-Sun [1 ]
Kim, Dong-Eon [1 ]
Lee, Jang-Myung [2 ]
机构
[1] Pusan Natl Univ, Dept Elect & Comp Engn, Busan 46241, South Korea
[2] Pusan Natl Univ, Dept Elect Engn, Busan 46241, South Korea
来源
2019 19TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2019) | 2019年
关键词
Mask-RCNN; Object Segmentation; Distance Measurement; Stereo Matching; Object Grasping;
D O I
10.23919/iccas47443.2019.8971673
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new application that the object can be determined by the optimal model. To extract the target from the clutter background accurately, Mask-RCNN (Mask-Region Convolutional Neural Network) model is utilized for the segmentation process. Meanwhile, target object in front of the camera can be localized with the help of the Mask-RCNN segmentation and the geometric stereo matching method. Experiments show that distance values are calculated efficiently. And then the robot manipulator is performed to grasp the target object effectively.
引用
收藏
页码:671 / 674
页数:4
相关论文
共 50 条
  • [31] A semantic segmentation algorithm for fashion images based on modified mask RCNN
    Wentao He
    Jing’an Wang
    Lei Wang
    Ruru Pan
    Weidong Gao
    Multimedia Tools and Applications, 2023, 82 : 28427 - 28444
  • [32] Analysis of inundation from social media based on integrated YOLOv5 and Mask-RCNN model
    Zhang, Lingjia
    Zhou, Xinlei
    Xu, Yueping
    Chiang, Yenming
    Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science), 2024, 58 (09): : 1822 - 1831
  • [33] A semantic segmentation algorithm for fashion images based on modified mask RCNN
    He, Wentao
    Wang, Jing'an
    Wang, Lei
    Pan, Ruru
    Gao, Weidong
    MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (18) : 28427 - 28444
  • [34] Mask FORD-NET: Efficient Detection of Digital Image Forgery using Hybrid REG-NET based Mask-RCNN
    Whitin, Priscilla
    Sivakumar, S.
    Geetha, M.
    Devaki, M.
    Bhuvanesh, A.
    Balasubramaniyan, Kiruthiga
    Ahilan, A.
    INTERNATIONAL JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING SYSTEMS, 2024, 15 (10) : 829 - 835
  • [35] Vehicle-Damage-Detection Segmentation Algorithm Based on Improved Mask RCNN
    Zhang, Qinghui
    Chang, Xianing
    Bian, Shanfeng Bian
    IEEE ACCESS, 2020, 8 : 6997 - 7004
  • [36] Narrow gap deviation detection in Keyhole TIG welding using image processing method based on Mask-RCNN model
    Chen, Yunke
    Shi, Yonghua
    Cui, Yanxin
    Chen, Xiyin
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2021, 112 (7-8) : 2015 - 2025
  • [37] Narrow gap deviation detection in Keyhole TIG welding using image processing method based on Mask-RCNN model
    Yunke Chen
    Yonghua Shi
    Yanxin Cui
    Xiyin Chen
    The International Journal of Advanced Manufacturing Technology, 2021, 112 : 2015 - 2025
  • [38] Design of smart citrus picking model based on Mask RCNN and adaptive threshold segmentation
    Guo, Ziwei
    Shi, Yuanwu
    Ahmad, Ibrar
    PEERJ COMPUTER SCIENCE, 2024, 10
  • [39] Accurate segmentation of green fruit based on optimized mask RCNN application in complex orchard
    Jia, Weikuan
    Wei, Jinmeng
    Zhang, Qi
    Pan, Ningning
    Niu, Yi
    Yin, Xiang
    Ding, Yanhui
    Ge, Xinting
    FRONTIERS IN PLANT SCIENCE, 2022, 13
  • [40] Multi-detection and Segmentation of Breast Lesions Based on Mask RCNN-FPN
    Bhatti, Hafiz Muhammd Ali
    Li, Jiyun
    Siddeeq, Shahbaz
    Rehman, Abdul
    Manzoor, Arslan
    2020 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE, 2020, : 2698 - 2704