Deep Learning based Vehicle Detection in Aerial Imagery

Know about the book -

Deep Learning based Vehicle Detection in Aerial Imagery is written by Sommer, Lars Wilko and published by KIT Scientific Publishing. It's available with International Standard Book Number or ISBN identification 3731511134 (ISBN 10) and 9783731511137 (ISBN 13).

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.