RETRACTED: Innovation of agricultural digital business model based on remote sensing image target detection and embedded network (Retracted Article)

被引:2
|
作者
Wang, Yan [1 ]
Yang, Hong [1 ]
Luo, Lingjie [1 ]
Hu, Xiao [1 ]
Lan, Hongxing [1 ,2 ]
机构
[1] Sichuan Agr Univ, Coll Management, Chengdu 611130, Sichuan, Peoples R China
[2] Sichuan Agr Univ, Sichuan Ctr Rural Dev Res, Chengdu 611130, Sichuan, Peoples R China
关键词
Remote sensing image; Target detection; Embedded network; Agricultural digitization;
D O I
10.1007/s12652-021-03258-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the continuous development of science and technology, the application of remote sensing image technology has gradually penetrated into people's lives. In recent years, compared with the past, the resolution of optical remote sensing image has been significantly improved, and the image data level has also been significantly improved. All these provide the basis for remote sensing technology to detect accurate and small targets in the future, and make its application scope possible in addition to those rough remote sensing image classification. However, there is a certain gap between the technical level of remote sensing image development and the standard we want to achieve in actual operation, whether in terms of accuracy, universality or efficiency. Not only that, computer vision algorithm technology based on deep learning is also in continuous development, and has been applied in many aspects of our life, and has achieved good repercussions. Therefore, in order to solve the problem that the function of remote sensing image target detection technology is not perfect, this paper proposes a multi class target detection method ms-frcnn based on the regional detection learning target vision algorithm. This kind of technology is mainly aimed at the problem that the number of sub targets in the remote sensing image is complex, the range of targets is just wide and the scale changes, which leads to the negligence and omission in the image scanning detection of the technical model. Taking the feature pyramid network as the reference idea of this paper, the final samples obtained by combining various ideas are checked and observed. For the challenges in the process of research, such as getting the complex background environment in the text, uncertain and deformable targets, researchers analyze and extract the targets in the research samples according to the deformable convolution network as the basis of data research and investigation, so as to reduce all kinds of interference problems. The results show that the modified method has higher accuracy and stronger generalization ability compared with the previous method, and has achieved good results in the integration of optical remote sensing imaging technology.
引用
收藏
页码:63 / 63
页数:12
相关论文
共 50 条
  • [1] RETRACTED ARTICLE: Innovation of agricultural digital business model based on remote sensing image target detection and embedded network
    Yan Wang
    Hong Yang
    Lingjie Luo
    Xiao Hu
    Hongxing Lan
    Journal of Ambient Intelligence and Humanized Computing, 2022, 13 : 63 - 63
  • [2] RETRACTED: Remote Sensing Satellite Image-Based Monitoring of Agricultural Ecosystem (Retracted Article)
    Wang, Ningjun
    Liu, Tiantian
    Tang, Xueying
    Yuan, Qinglie
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [3] RETRACTED: Superresolution Reconstruction Method of Software Remote Sensing Image Based on Convolutional Neural Network (Retracted Article)
    Wang, Yani
    Dong, Jinfang
    Wang, Bo
    Khanna, Shaweta
    Singh, Anupam
    Hussain, Syed Abid
    JOURNAL OF SENSORS, 2022, 2022
  • [4] RETRACTED: Detecting thermal environment change based on remote sensing image (Retracted Article)
    Lv, Zhi-qiang
    2011 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL SCIENCE-ICEES 2011, 2011, 11 : 3653 - 3657
  • [5] RETRACTED: Entrepreneurship, Digital Capabilities, and Sustainable Business Model Innovation: A Case Study (Retracted Article)
    Gao, Suying
    Ma, Xiaohui
    Zhao, Xue
    MOBILE INFORMATION SYSTEMS, 2022, 2022
  • [6] RETRACTED: A review and research agenda in business model innovation (Retracted Article)
    Hutahayan, Benny
    Wahyono
    INTERNATIONAL JOURNAL OF PHARMACEUTICAL AND HEALTHCARE MARKETING, 2019, 13 (03) : 264 - 287
  • [7] RETRACTED: Research on Multimodal Image Fusion Target Detection Algorithm Based on Generative Adversarial Network (Retracted Article)
    Wu, Zhaoli
    Wu, Xuehan
    Zhu, Yuancai
    Zhai, Jingxuan
    Yang, Haibo
    Yang, Zhiwei
    Wang, Chao
    Sun, Jilong
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [8] RETRACTED: Approaches and Methods of Music Education Innovation Based on Digital Image Technology (Retracted Article)
    Luo Weisheng
    Hong Hui
    MOBILE INFORMATION SYSTEMS, 2022, 2022
  • [9] RETRACTED: Research on Lung Nodule Detection Based on Improved Target Detection Network (Retracted Article)
    Li, Ye
    Wu, Qian
    Sun, Hongwei
    Wang, Xuewei
    COMPLEXITY, 2020, 2020
  • [10] RETRACTED: Monitoring of Nitrogen Transport in Pear Trees Based on Ground Hyperspectral Remote Sensing and Digital Image Information (Retracted Article)
    Fan, Zehua
    Wang, Desheng
    Zhang, Nannan
    Zhou, Baoping
    JOURNAL OF CHEMISTRY, 2022, 2022