Deep Learning based Vehicle Detection in Aerial Imagery

• Tác giả: Lars Wilko Sommer
• Ngôn ngữ: eng
• ISBN-13: 978-3731511137
• ISBN: KSP/1000135415
• Ký hiệu phân loại: 006.32 Neural nets (Neural networks)
• Thông tin xuất bản: Karlsruhe : KIT Scientific Publishing, 2022
• Mô tả vật lý: 1 electronic resource (276 p.)
• Bộ sưu tập: Tài liệu truy cập mở
• ID: 235792
• Chủ đề: 1. Maths for computer scientists

Tóm tắt

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.