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A hierarchical oil depot detector in high-resolution images with false detection control

  • Beihang University

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

Abstract

Oil depot detection in high-resolution images is a challenging task due to the complicated background. This paper aims at further investigating this problem and presents an approach to detect oil depots in a hierarchical manner. Firstly, the Ellipse and Line Segment Detector (ELSD) which guards against false positives is applied to detect elliptical arcs in the image. Afterwards, the Histograms of Oriented Gradient (HOG) are extracted based on the elliptical arc candidates and input into the AdaBoost classifier in order to get the detection of oil tanks. Finally, the Depth-First-Search (DFS) is used to cluster the detection of oil tanks and determine the final oil depot area. Experimental results on real database indicate that the hierarchical algorithm is robust under complicated background and shows good performance against false positives.

Original languageEnglish
Title of host publicationProceedings - 2014 7th International Congress on Image and Signal Processing, CISP 2014
EditorsYi Wan, Jinguang Sun, Jingchang Nan, Quangui Zhang, Liangshan Shao, Lipo Wang
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages530-535
Number of pages6
ISBN (Electronic)9781479958351
DOIs
StatePublished - 6 Jan 2014
Event2014 7th International Congress on Image and Signal Processing, CISP 2014 - Dalian, China
Duration: 14 Oct 201416 Oct 2014

Publication series

NameProceedings - 2014 7th International Congress on Image and Signal Processing, CISP 2014

Conference

Conference2014 7th International Congress on Image and Signal Processing, CISP 2014
Country/TerritoryChina
CityDalian
Period14/10/1416/10/14

Keywords

  • AdaBoost
  • ELSD
  • HOG
  • Oil depot detection
  • graph search

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