Research on Semantic Object Measurement Algorithm Based on Object Detection

被引:0
|
作者
Wu, Wanqing [1 ]
Ma, Lin [1 ]
Wang, Bin [1 ]
Zhang, Zhongwang [2 ]
机构
[1] Harbin Inst Technol, Sch Elect & Informat Engn, Harbin 150001, Peoples R China
[2] China Natl Aeronaut Radio Elect Res Inst, Shanghai 200233, Peoples R China
来源
COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, VOL. 1 | 2022年 / 878卷
基金
中国国家自然科学基金;
关键词
Indoor; Target detection; 3D image; Image measurement;
D O I
10.1007/978-981-19-0390-8_42
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
As a branch of machine vision, stereo vision has become a research hotspot in recent years. With the development of Augmented Reality (AR), image measurement technology has been proposed. We mainly study the algorithm of using RGB-D image to measure the size of objects in indoor environment, and comprehensively use computer vision technology and image target detection technology to realize the image measurement of objects. Aiming at the problem that there are many kinds of objects in the complex indoor environment and the measurement time in the actual environment, we propose a semantic target measurement algorithm based on target detection. Experimental results show that the target detection network we proposed can effectively identify the object category in indoor environment and measure the size of the recognized semantic target. At the same time. At the same time, the measurement time of the algorithm we proposed is very small, so the measurement efficiency can be improved.
引用
收藏
页码:342 / 350
页数:9
相关论文
共 50 条
  • [31] Object detection in side scan sonar
    Wang Wenwu
    Cheng Binbin
    Chen Yao
    MIPPR 2015: MULTISPECTRAL IMAGE ACQUISITION, PROCESSING, AND ANALYSIS, 2015, 9811
  • [32] Structured Object-Level Relational Reasoning CNN-Based Target Detection Algorithm in a Remote Sensing Image
    Cheng, Bei
    Li, Zhengzhou
    Xu, Bitong
    Yao, Xu
    Ding, Zhiquan
    Qin, Tianqi
    REMOTE SENSING, 2021, 13 (02) : 1 - 27
  • [33] Shadowed object detection for hyperspectral imagery
    Mayer, R.
    Antoniades, J.
    Baumback, M.
    Chester, D.
    Edwards, J.
    Goldstein, A.
    Haas, D.
    Henderson, S.
    INFRARED SPACEBORNE REMOTE SENSING AND INSTRUMENTATION XV, 2007, 6678
  • [34] Optimization of Hyperparameters in Object Detection Models Based on Fractal Loss Function
    Zhou, Ming
    Li, Bo
    Wang, Jue
    FRACTAL AND FRACTIONAL, 2022, 6 (12)
  • [35] Surface irrigation based on image object detection and fuzzy pid control
    Wu Z.
    Wang F.
    Arabian Journal of Geosciences, 2021, 14 (17)
  • [36] Human Body Tracking Method Based on Deep Learning Object Detection
    Yuan Zhifeng
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (CSSE 2019), 2019,
  • [37] Infrared Object Detection Method Based on DBD-YOLOv8
    Shen, Lingyun
    Lang, Baihe
    Song, Zhengxun
    IEEE ACCESS, 2023, 11 : 145853 - 145868
  • [38] Camouflage Effect Evaluation of Pattern Painting Based on Moving Object Detection
    Rong, Xianhui
    Jia, Qi
    Xu, Weidong
    Lv, Xuliang
    Hu, Jianghua
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON ENERGY, POWER AND ELECTRICAL ENGINEERING, 2016, 56 : 244 - 247
  • [39] A small object detection method based on CNN in serial multispectral images
    Jia, Yu
    Lei, Bo
    Wang, Chensheng
    Du, Weichao
    SEVENTH SYMPOSIUM ON NOVEL PHOTOELECTRONIC DETECTION TECHNOLOGY AND APPLICATIONS, 2021, 11763
  • [40] DEVELOPING TEXTURE-BASED IMAGE CLUTTER MEASURES FOR OBJECT DETECTION
    SHIRVAIKAR, MV
    TRIVEDI, MM
    OPTICAL ENGINEERING, 1992, 31 (12) : 2628 - 2639