Prototype GOD: Prototype Generic Objects Dataset for an Object Detection System based on Bird's -Eye View

Young Suk Yoon, Joong Won Hwang, Sung Uk Jung, Jongyoul Park

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

1 Scopus citations

Abstract

We propose a new prototype training dataset, GOD(Generic Objects Dataset), for object detection systems. Our dataset was constructed to fit a bird's-eye view, not a general eye-level view. We analyzed the training dataset for the eye-level view such as Pascal VOC(Visual Objects Classes), ImageNet, Microsoft COCO(Common Objects in Context), Caltech, and SUN, which were created by many researchers and AMTs(Amazon Mechanical Turk). We then developed a prototype of the proposed GOD, taking into account the statistical properties gained from them. Our prototype GOD has both 16,830 images based on 'bird's-eye view' and 126,510 bounding boxes annotated objects for 10 object categories. This paper confirms statistical properties similar to those of Microsoft COCO.

Original languageEnglish
Title of host publication9th International Conference on Information and Communication Technology Convergence
Subtitle of host publicationICT Convergence Powered by Smart Intelligence, ICTC 2018
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages892-897
Number of pages6
ISBN (Electronic)9781538650400
DOIs
StatePublished - 16 Nov 2018
Event9th International Conference on Information and Communication Technology Convergence, ICTC 2018 - Jeju Island, Korea, Republic of
Duration: 17 Oct 201819 Oct 2018

Publication series

Name9th International Conference on Information and Communication Technology Convergence: ICT Convergence Powered by Smart Intelligence, ICTC 2018

Conference

Conference9th International Conference on Information and Communication Technology Convergence, ICTC 2018
Country/TerritoryKorea, Republic of
CityJeju Island
Period17/10/1819/10/18

Keywords

  • Bird's-Eye View
  • Eye-level View
  • Object Detection
  • Prototype GOD

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