A Systematic Scheme for Automatic Airplane Detection from High-Resolution Remote Sensing Images

Jiao Zhao, Jing Han, Jian Yao

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Airport and airplane are typical objects in remote sensing research field. However, there are rare methods to detect airport and airplane in a unit system. In this paper, we propose a systematic scheme for airport detection and airplane detection from high-resolution remote sensing images. The airport detection part is mainly based on the parallel line features of runway, containing six main stages: down-sampling, Frequency-Tuned (FT) saliency detection, Line Segment Detector (LSD) line detection, line growing, parallel lines detection and line clustering. The airplane detection part is mainly based on Circle Frequency Filter (CF-filter) and a Fast R-CNN deep learning model. Experimental results on 500 high-resolution remote sensing images acquired more than 95% accuracy, and the average detection time was about 14 s, which proved that the proposed system was effective and efficient.

Original languageEnglish (US)
Title of host publicationImage and Video Technology - PSIVT 2017 International Workshops, Revised Selected Papers
EditorsShin’ichi Satoh
PublisherSpringer-Verlag
Pages465-478
Number of pages14
ISBN (Print)9783319927527
DOIs
StatePublished - Jan 1 2018
Externally publishedYes
Event8th Pacific Rim Symposium on Image and Video Technology, PSIVT 2017 - Wuhan, China
Duration: Nov 20 2017Nov 24 2017

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume10799 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Other

Other8th Pacific Rim Symposium on Image and Video Technology, PSIVT 2017
CountryChina
CityWuhan
Period11/20/1711/24/17

Keywords

  • Airplane detection
  • Circle Frequency Filter
  • Deep learning
  • High-resolution remote sensing images

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Computer Science(all)

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