Deep Learning based Vehicle Detection in Aerial Imagery
Author(s)
Wilko Sommer, Lars
Language
EnglishAbstract
This book proposes a novel deep learning based detection method, focusing on vehicle detection in aerial imagery recorded in top view. The base detection framework is extended by two novel components to improve the detection accuracy by enhancing the contextual and semantical content of the employed feature representation. To reduce the inference time, a lightweight CNN architecture is proposed as base architecture and a novel module that restricts the search area is introduced.
Keywords
Objektdetektion; Neuronale Netze; Luftbilddaten; Object Detection; Deep Learning; Aerial ImageryISBN
9783731511137Publisher
KIT Scientific PublishingPublisher website
http://www.ksp.kit.edu/Publication date and place
Karlsruhe, 2022Imprint
KIT Scientific PublishingSeries
Karlsruher Schriften zur Anthropomatik,Classification
Maths for computer scientists