ICPR2018 Contest on Object Detection in Aerial Images (ODAI-18)

Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  • Jian Ding
  • Zhen Zhu
  • Gui Song Xia
  • Xiang Bai
  • Belongie, Serge
  • Jiebo Luo
  • Mihai Datcu
  • Marcello Pelillo
  • Liangpei Zhang

Object detection in aerial images plays a significant role in intelligent interpretation of aerial images. Hence many effective methods, especially the new-generation data-driven methods, have been developed for this task. Here, we hold the ODAI, a new contest that focused on object detection in aerial images, based on a new large-scale aerial image dataset called DOTA [1]. This contest contains over 3000 large-size images (4k\times 4k pixels), which cover 211,581 instances divided into 15 categories. Each instance is labeled by an arbitrary (8 d.o.f.) quadrilateral. Besides, we propose two tasks for this contest, named object detection with the horizontal bounding box (OD-HBB) and object detection with the oriented bounding box (OD-OBB). The contest was opened on February 7, 2018, and ended on April 30, 2018. A website is open to the public, which provides links to download data and evaluation server. We have totally received 60 registrations. There are 8 teams that have successfully submitted results on the OD-HBB task with the top mAP as 0.719, and 9 teams that have successfully submitted results on the OD-OBB task with the top mAP as 0.705. Through the contest, we hope to draw extensive attention from a wide range of communities and call for more future research and efforts for the task of object detection in aerial images.

OriginalsprogEngelsk
Titel2018 24th International Conference on Pattern Recognition (ICPR)
Antal sider6
ForlagIEEE
Publikationsdato2018
Sider1-6
ISBN (Elektronisk)978-1-5386-3788-3
DOI
StatusUdgivet - 2018
Eksternt udgivetJa
Begivenhed24th International Conference on Pattern Recognition, ICPR 2018 - Beijing, Kina
Varighed: 20 aug. 201824 aug. 2018

Konference

Konference24th International Conference on Pattern Recognition, ICPR 2018
LandKina
ByBeijing
Periode20/08/201824/08/2018
SponsorInternational Association for Pattern Recognition (IAPR)

Bibliografisk note

Publisher Copyright:
© 2018 IEEE.

ID: 306464846