Deep Learning based Vehicle Detection in Aerial Imagery

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.

Product details

• Authors: Lars Wilko Sommer
• Publisher: KIT Scientific Publishing
• Languages: English
• Product format: Paperback / Softback
• Released: 01.01.2022
• EAN: 9783731511137
• ISBN: 978-3-7315-1113-7
• No. of pages: 276
• Dimensions: 148 mm x 16 mm x 210 mm
• Weight: 510 g
• Illustrations: graph. Darst.
• Series: Karlsruher Schriften zur Anthropomatik / Lehrstuhl für Interaktive Echtzeitsysteme, Karlsruher Institut für Technologie ; Fraunhofer-Inst. für Optronik, Systemtechnik und Bildauswertung IOSB Karlsruhe
• Subjects: Guides; Natural sciences, medicine, IT, technology > IT, data processing