Technology of Graphic & Image
|
App. Res. of Comp. Printed Article
Vol. 38, 2021 No. 7
2203-2208

Anti-dust-occlusion detection method of handling hole

Zhang Xinglan1
Wang Yuanyuan1
Ouyang Qi2
1. School of Computer Science & Engineering, Chongqing University of Technology, Chongqing 400054, China
2. School of Automation, Chongqing University, Chongqing 400044, China
DOI: 10.19734/j.issn.1001-3695.2020.06.0260

Abstract

To solve the problem that the zinc dust cover handling hole when unload the sherardizing reactor automatically, the single object detection model or method can't detect much well, this paper proposed a special anti-dust-occlusion object detection method with variety of feature model to aid the unloading. Firstly, the depthwise separable convolution was a substitute for the traditional convolution in Tiny-YOLOv3. It also adjusted the loss function to adapt the new training. Secondly, it judged occlusion of target area by pixel statistics and estimated current frame with the trajectory features and shape features. Finally, the prediction results optimized the results of object detection network with fusion rules. The results show that the improved fusion model perform best with the severe and prolonged occlusion on handling hole, the AP and AIOU reach 99.38% and 88.14% respectively. Furthermore, it's a real-time method, achieving the dynamic detection of the handling hole with serious dust occlusion effectively.

Foundation Support

国家自然科学基金资助项目(51374264)
重庆留学人员回国创新创业支持项目(CX2017004)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2020.06.0260
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 7
Section: Technology of Graphic & Image
Pages: 2203-2208
Serial Number: 1001-3695(2021)07-054-2203-06

Publish History

[2021-07-05] Printed Article

Cite This Article

张兴兰, 王媛媛, 欧阳奇. 一种抗粉尘遮挡的卸料孔检测方法 [J]. 计算机应用研究, 2021, 38 (7): 2203-2208. (Zhang Xinglan, Wang Yuanyuan, Ouyang Qi. Anti-dust-occlusion detection method of handling hole [J]. Application Research of Computers, 2021, 38 (7): 2203-2208. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

Indexed & Evaluation

  • The Second National Periodical Award 100 Key Journals
  • Double Effect Journal of China Journal Formation
  • the Core Journal of China (Peking University 2023 Edition)
  • the Core Journal for Science
  • Chinese Science Citation Database (CSCD) Source Journals
  • RCCSE Chinese Core Academic Journals
  • Journal of China Computer Federation
  • 2020-2022 The World Journal Clout Index (WJCI) Report of Scientific and Technological Periodicals
  • Full-text Source Journal of China Science and Technology Periodicals Database
  • Source Journal of China Academic Journals Comprehensive Evaluation Database
  • Source Journals of China Academic Journals (CD-ROM Version), China Journal Network
  • 2017-2019 China Outstanding Academic Journals with International Influence (Natural Science and Engineering Technology)
  • Source Journal of Top Academic Papers (F5000) Program of China's Excellent Science and Technology Journals
  • Source Journal of China Engineering Technology Electronic Information Network and Electronic Technology Literature Database
  • Source Journal of British Science Digest (INSPEC)
  • Japan Science and Technology Agency (JST) Source Journal
  • Russian Journal of Abstracts (AJ, VINITI) Source Journals
  • Full-text Journal of EBSCO, USA
  • Cambridge Scientific Abstracts (Natural Sciences) (CSA(NS)) core journals
  • Poland Copernicus Index (IC)
  • Ulrichsweb (USA)