Infrared dim small target segmentation method based on ALI-PCNN model

Shangnan Zhao, Yong Song*, Yufei Zhao, Yun Li, Xu Li, Yurong Jiang, Lin Li

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Citations (Scopus)

Abstract

Pulse Coupled Neural Network (PCNN) is improved by Adaptive Lateral Inhibition (ALI), while a method of infrared (IR) dim small target segmentation based on ALI-PCNN model is proposed in this paper. Firstly, the feeding input signal is modulated by lateral inhibition network to suppress background. Then, the linking input is modulated by ALI, and linking weight matrix is generated adaptively by calculating ALI coefficient of each pixel. Finally, the binary image is generated through the nonlinear modulation and the pulse generator in PCNN. The experimental results show that the segmentation effect as well as the values of contrast across region and uniformity across region of the proposed method are better than the OTSU method, maximum entropy method, the methods based on conventional PCNN and visual attention, and the proposed method has excellent performance in extracting IR dim small target from complex background.

Original languageEnglish
Title of host publicationAOPC 2017
Subtitle of host publicationOptical Storage and Display Technology
EditorsByoungho Lee, Xiaodi Tan, Yongtian Wang, Xiangping Li
PublisherSPIE
ISBN (Electronic)9781510613997
DOIs
Publication statusPublished - 2017
EventApplied Optics and Photonics China: Optical Storage and Display Technology, AOPC 2017 - Beijing, China
Duration: 4 Jun 20176 Jun 2017

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume10459
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

ConferenceApplied Optics and Photonics China: Optical Storage and Display Technology, AOPC 2017
Country/TerritoryChina
CityBeijing
Period4/06/176/06/17

Keywords

  • Dim small target
  • adaptive lateral inhibition (ALI)
  • image segmentation
  • pulse coupled neural network (PCNN)

Fingerprint

Dive into the research topics of 'Infrared dim small target segmentation method based on ALI-PCNN model'. Together they form a unique fingerprint.

Cite this