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Deep Learning based Vehicle Detection in Aerial Imagery

2022-02-09 Computers
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Release : 2022-02-09
Genre : Computers
Kind : eBook
Book Rating : 134/5 ( reviews)

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Book Synopsis Deep Learning based Vehicle Detection in Aerial Imagery by : Sommer, Lars Wilko

Download or read book Deep Learning based Vehicle Detection in Aerial Imagery written by Sommer, Lars Wilko. This book was released on 2022-02-09. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Deep Learning Based Vehicle Detection in Aerial Imagery

2018
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Release : 2018
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Book Rating : /5 ( reviews)

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Book Synopsis Deep Learning Based Vehicle Detection in Aerial Imagery by : Lars Sommer

Download or read book Deep Learning Based Vehicle Detection in Aerial Imagery written by Lars Sommer. This book was released on 2018. Available in PDF, EPUB and Kindle. Book excerpt:

Mulitple Vehicle Detection in Image and Video Using a Deep Learning Model with Aerial Images

2023
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Release : 2023
Genre :
Kind : eBook
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Book Synopsis Mulitple Vehicle Detection in Image and Video Using a Deep Learning Model with Aerial Images by : Samer Hmadi

Download or read book Mulitple Vehicle Detection in Image and Video Using a Deep Learning Model with Aerial Images written by Samer Hmadi. This book was released on 2023. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in Aerial Sensing and Imaging

2024-03-06 Computers
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Release : 2024-03-06
Genre : Computers
Kind : eBook
Book Rating : 691/5 ( reviews)

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Book Synopsis Advances in Aerial Sensing and Imaging by : Sandeep Kumar

Download or read book Advances in Aerial Sensing and Imaging written by Sandeep Kumar. This book was released on 2024-03-06. Available in PDF, EPUB and Kindle. Book excerpt: Advances in Aerial Sensing and Imaging This groundbreaking book is a comprehensive guide to the technology found in the complex field of aerial sensing and imaging, and the real-world challenges that stem from its growing significance and demand. The advent of unmanned aerial vehicles (UAVs), or drones, along with advancements in sensor technology and image processing techniques, has further enhanced the capabilities and applications of aerial sensing and imaging. These developments have opened up new research, innovation, and exploration avenues. Aerial sensing and imaging have rapidly evolved over the past few decades and have revolutionized several fields, including land cover and usage prediction, crop and livestock management, road accident monitoring, poverty estimation, defense, agriculture, forest fire detection, UAV security issues, and open parking management. This book provides a comprehensive understanding and knowledge of the underlying technology and its practical applications in different domains. Audience Computer science and artificial intelligence researchers working in the fields of aerial sensing and imaging, as well as professionals working in industries such as agriculture, geology, surveying, urban planning, disaster response, etc; this book provides them with practical guidance and instruction on how to apply aerial sensing and imaging for various purposes and stay up-to-date with the latest developments in the domain.

Remote Sensing for Target Object Detection and Identification

2020-03-06 Science
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Release : 2020-03-06
Genre : Science
Kind : eBook
Book Rating : 324/5 ( reviews)

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Book Synopsis Remote Sensing for Target Object Detection and Identification by : Gemine Vivone

Download or read book Remote Sensing for Target Object Detection and Identification written by Gemine Vivone. This book was released on 2020-03-06. Available in PDF, EPUB and Kindle. Book excerpt: Target object detection and identification are among the primary uses for a remote sensing system. This is crucial in several fields, including environmental and urban monitoring, hazard and disaster management, and defense and military. In recent years, these analyses have used the tremendous amount of data acquired by sensors mounted on satellite, airborne, and unmanned aerial vehicle (UAV) platforms. This book promotes papers exploiting different remote sensing data for target object detection and identification, such as synthetic aperture radar (SAR) imaging and multispectral and hyperspectral imaging. Several cutting-edge contributions, which provide examples of how to select of a technology or another depending on the specific application, will be detailed.

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