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Muhammad Rizwan Asif

An improvement of vehicle detection under shadow regions in satellite imagery

Research output: Contribution to book/anthology/report/proceedingArticle in proceedingsResearchpeer-review

DOI

  • Shahid Karim, Harbin Institute of Technology
  • ,
  • Ye Zhang, Harbin Institute of Technology
  • ,
  • Saad Ali, School of Mechatronics Engineering, Harbin Institute of Technology
  • ,
  • Muhammad Rizwan Asif

The processing of satellite imagery is dependent upon the quality of imagery. Due to low resolution, it is difficult to extract accurate information according to the requirements of applications. For the purpose of vehicle detection under shadow regions, we have used HOG for feature extraction, SVM is used for classification and HOG is discerned worthwhile tool for complex environments. Shadow images have been scrutinized and found very complex for detection as observed very low detection rates therefore our dedication is towards enhancement of detection rate under shadow regions by implementing appropriate preprocessing. Vehicles are precisely detected under non-shadow regions with high detection rate than shadow regions.

Original languageEnglish
Title of host publicationNinth International Conference on Graphic and Image Processing, ICGIP 2017
EditorsHui Yu, Junyu Dong
PublisherSPIE - International Society for Optical Engineering
Publication year2018
Article number106154D
ISBN (Electronic)9781510617414
DOIs
Publication statusPublished - 2018
Externally publishedYes
Event9th International Conference on Graphic and Image Processing, ICGIP 2017 - Qingdao, China
Duration: 14 Oct 201716 Oct 2017

Conference

Conference9th International Conference on Graphic and Image Processing, ICGIP 2017
LandChina
ByQingdao
Periode14/10/201716/10/2017
SponsorOcean University of China, University of Portsmouth
SeriesProceedings of SPIE - The International Society for Optical Engineering
Volume10615
ISSN0277-786X

Bibliographical note

Funding Information:
This work was supported by the National Natural Science Foundation of China under Grants 61471148.

Publisher Copyright:
© 2018 SPIE.

    Research areas

  • Classification, Feature extraction, Preprocessing, Satellite Imagery, Shadow regions

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