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PSO ICA with BRM for image enhancement

  • Shih Hsiung Lee
  • , Chu Sing Yang

研究成果: Conference contribution

1   連結會在新分頁中開啟 引文 斯高帕斯(Scopus)

摘要

In the teletransmission of images or medical imaging, image reconstruction or enhancement (denoising) is a significant topic. We can consider it as a typical issue of the Blind Source Separation (BSS) which interfere with transmission and cause blurs in images. Denoising and reconstruction refer to the removal of the unknown signals which lead to interference from the signals we intend to receive. Independent component analysis (ICA) has prominent performance in this field. This paper proposed to apply particle swarm optimization (PSO) algorithm to conduct accelerated computing of the rate of convergence of demixing matrix in ICA. Besides, it used Borel Regular Measure (BRM) based on Infomax to put forward a simple algorithm which was potential to be realized on a circuit chip. Our results of experiment have proved that after the separation of noises, the PSNR of the images has an apparent good effect. In addition, in the era of the Internet of Things, image and video perceptive products are facing the noises generated in transmission or by hardware interference. This paper will serve as an effective solution.

原文English
主出版物標題Proceedings - 2016 IEEE International Symposium on Computer, Consumer and Control, IS3C 2016
發行者Institute of Electrical and Electronics Engineers Inc.
頁面307-310
頁數4
ISBN(電子)9781509030712
DOIs
出版狀態Published - 2016 8月 16
事件2016 IEEE International Symposium on Computer, Consumer and Control, IS3C 2016 - Xi'an, China
持續時間: 2016 7月 42016 7月 6

出版系列

名字Proceedings - 2016 IEEE International Symposium on Computer, Consumer and Control, IS3C 2016

Other

Other2016 IEEE International Symposium on Computer, Consumer and Control, IS3C 2016
國家/地區China
城市Xi'an
期間16-07-0416-07-06

All Science Journal Classification (ASJC) codes

  • 訊號處理
  • 電腦網路與通信
  • 電腦科學應用
  • 能源工程與電力技術
  • 控制與系統工程
  • 控制和優化

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