Deep Learning Based Vehicle Detection In Aerial Imagery

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Deep Learning based Vehicle Detection in Aerial Imagery

Author : Sommer, Lars Wilko
Publisher : KIT Scientific Publishing
ISBN 13 : 3731511134
Total Pages : 276 pages
Book Rating : 4.7/5 (315 download)

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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 and published by KIT Scientific Publishing. This book was released on 2022-02-09 with total page 276 pages. 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

Author : Lars Sommer
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (112 download)

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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 and published by . This book was released on 2018 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in Aerial Sensing and Imaging

Author : Sandeep Kumar
Publisher : John Wiley & Sons
ISBN 13 : 1394174691
Total Pages : 436 pages
Book Rating : 4.3/5 (941 download)

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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 and published by John Wiley & Sons. This book was released on 2024-03-06 with total page 436 pages. 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

Author : Gemine Vivone
Publisher : MDPI
ISBN 13 : 3039283324
Total Pages : 336 pages
Book Rating : 4.0/5 (392 download)

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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 and published by MDPI. This book was released on 2020-03-06 with total page 336 pages. 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.

Proceedings of the 2017 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory

Author : Beyerer, Juergen
Publisher : KIT Scientific Publishing
ISBN 13 : 373150779X
Total Pages : 116 pages
Book Rating : 4.7/5 (315 download)

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Book Synopsis Proceedings of the 2017 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory by : Beyerer, Juergen

Download or read book Proceedings of the 2017 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory written by Beyerer, Juergen and published by KIT Scientific Publishing. This book was released on 2018-08-13 with total page 116 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Data Science and Communication

Author : João Manuel R. S. Tavares
Publisher : Springer Nature
ISBN 13 : 9819954355
Total Pages : 813 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Data Science and Communication by : João Manuel R. S. Tavares

Download or read book Data Science and Communication written by João Manuel R. S. Tavares and published by Springer Nature. This book was released on 2024-01-02 with total page 813 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book presents selected papers from the International Conference on Data Science and Communication (ICTDsC 2023) organized by the Department of Electronics and Communication Engineering and Department of Engineering Science and Humanities (DESH) Siliguri Institute of Technology, India during 23 – 24 March 2023 in Siliguri, India. The book covers state-of-the-art research insights on artificial intelligence, machine learning, big data, data analytics, cyber security and forensic, network and mobile security, advanced computing, cloud computing, quantum computing, electronics system, Internet of Things, robotics and automations, blockchain and software technology, and digital technologies for future.

Modelling and Simulation for Autonomous Systems

Author : Jan Mazal
Publisher : Springer Nature
ISBN 13 : 3030707407
Total Pages : 315 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Modelling and Simulation for Autonomous Systems by : Jan Mazal

Download or read book Modelling and Simulation for Autonomous Systems written by Jan Mazal and published by Springer Nature. This book was released on 2021-03-04 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 7th International Conference on Modelling and Simulation for Autonomous Systems, MESAS 2020, held in Prague, Czech Republic, in October 2020.* The 19 full papers included in the volume were carefully reviewed and selected from 26 submissions. They are organized in the following topical sections: future challenges of advanced M&S technology; M&S of intelligent systems – R&D and application; and AxS/AI in context of future warfare and security environment. *The conference was held virtually.

Proceedings of the Third International Conference on Microelectronics, Computing and Communication Systems

Author : Vijay Nath
Publisher : Springer
ISBN 13 : 9811370915
Total Pages : 669 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Proceedings of the Third International Conference on Microelectronics, Computing and Communication Systems by : Vijay Nath

Download or read book Proceedings of the Third International Conference on Microelectronics, Computing and Communication Systems written by Vijay Nath and published by Springer. This book was released on 2019-05-23 with total page 669 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book presents high-quality papers from the Third International Conference on Microelectronics, Computing & Communication Systems (MCCS 2018). It discusses the latest technological trends and advances in MEMS and nanoelectronics, wireless communications, optical communication, instrumentation, signal processing, image processing, bioengineering, green energy, hybrid vehicles, environmental science, weather forecasting, cloud computing, renewable energy, RFID, CMOS sensors, actuators, transducers, telemetry systems, embedded systems, and sensor network applications. It includes papers based on original theoretical, practical and experimental simulations, development, applications, measurements, and testing. The applications and solutions discussed in the book provide excellent reference material for future product development.

Engineering Psychology and Cognitive Ergonomics

Author : Don Harris
Publisher : Springer Nature
ISBN 13 : 3031353927
Total Pages : 541 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Engineering Psychology and Cognitive Ergonomics by : Don Harris

Download or read book Engineering Psychology and Cognitive Ergonomics written by Don Harris and published by Springer Nature. This book was released on 2023-07-08 with total page 541 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set LNCS 14017 - 14018 constitutes the thoroughly refereed proceedings of the 20th International Conference on Engineering Psychology and Cognitive Ergonomics, EPCE 2023, held as part of HCI International 2023 which took place in Copenhagen, Denmark, during July 23-28, 2023. A total of 1578 papers and 396 posters have been accepted for publication in the HCII 2023 proceedings from a total of 7472 submissions. The papers included in the HCII-EPCE volume set were organized in topical sections as follows: Part I: Stress, fatigue, and mental workload; human performance and error management; resilience and performance in demanding contexts. Part II: Human factors in aviation; human factors in operations management; human-centered design of autonomous systems.

Data Science

Author : Gyanendra K. Verma
Publisher : Springer Nature
ISBN 13 : 9811616817
Total Pages : 444 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Data Science by : Gyanendra K. Verma

Download or read book Data Science written by Gyanendra K. Verma and published by Springer Nature. This book was released on 2021-08-19 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book targets an audience with a basic understanding of deep learning, its architectures, and its application in the multimedia domain. Background in machine learning is helpful in exploring various aspects of deep learning. Deep learning models have a major impact on multimedia research and raised the performance bar substantially in many of the standard evaluations. Moreover, new multi-modal challenges are tackled, which older systems would not have been able to handle. However, it is very difficult to comprehend, let alone guide, the process of learning in deep neural networks, there is an air of uncertainty about exactly what and how these networks learn. By the end of the book, the readers will have an understanding of different deep learning approaches, models, pre-trained models, and familiarity with the implementation of various deep learning algorithms using various frameworks and libraries.

Artificial Intelligence

Author : Lavanya Sharma
Publisher : CRC Press
ISBN 13 : 1000462676
Total Pages : 265 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Artificial Intelligence by : Lavanya Sharma

Download or read book Artificial Intelligence written by Lavanya Sharma and published by CRC Press. This book was released on 2021-10-28 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence: Technologies, Applications, and Challenges is an invaluable resource for readers to explore the utilization of Artificial Intelligence, applications, challenges, and its underlying technologies in different applications areas. Using a series of present and future applications, such as indoor-outdoor securities, graphic signal processing, robotic surgery, image processing, character recognition, augmented reality, object detection and tracking, intelligent traffic monitoring, emergency department medical imaging, and many more, this publication will support readers to get deeper knowledge and implementing the tools of Artificial Intelligence. The book offers comprehensive coverage of the most essential topics, including: Rise of the machines and communications to IoT (3G, 5G). Tools and Technologies of Artificial Intelligence Real-time applications of artificial intelligence using machine learning and deep learning. Challenging Issues and Novel Solutions for realistic applications Mining and tracking of motion based object data image processing and analysis into the unified framework to understand both IoT and Artificial Intelligence-based applications. This book will be an ideal resource for IT professionals, researchers, under or post-graduate students, practitioners, and technology developers who are interested in gaining insight to the Artificial Intelligence with deep learning, IoT and machine learning, critical applications domains, technologies, and solutions to handle relevant challenges.

Innovations in Bio-Inspired Computing and Applications

Author : Ajith Abraham
Publisher : Springer Nature
ISBN 13 : 3031274997
Total Pages : 951 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Innovations in Bio-Inspired Computing and Applications by : Ajith Abraham

Download or read book Innovations in Bio-Inspired Computing and Applications written by Ajith Abraham and published by Springer Nature. This book was released on 2023-03-27 with total page 951 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights recent research on bio-inspired computing and its various innovative applications in information and communication technologies. It presents 85 high-quality papers from the 13th International Conference on Innovations in Bio-Inspired Computing and Applications (IBICA 2022) and 12th World Congress on Information and Communication Technologies (WICT 2022), which was held online during 15–17 December 2022. As a premier conference, IBICA–WICT brings together researchers, engineers and practitioners whose work involves bio-inspired computing, computational intelligence and their applications in information security, real-world contexts, etc. Including contributions by authors from 25 countries, the book offers a valuable reference guide for all researchers, students and practitioners in the fields of Computer Science and Engineering.

Advanced Deep Learning Strategies for the Analysis of Remote Sensing Images

Author : Yakoub Bazi
Publisher : MDPI
ISBN 13 : 3036509860
Total Pages : 438 pages
Book Rating : 4.0/5 (365 download)

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Book Synopsis Advanced Deep Learning Strategies for the Analysis of Remote Sensing Images by : Yakoub Bazi

Download or read book Advanced Deep Learning Strategies for the Analysis of Remote Sensing Images written by Yakoub Bazi and published by MDPI. This book was released on 2021-06-15 with total page 438 pages. Available in PDF, EPUB and Kindle. Book excerpt: The rapid growth of the world population has resulted in an exponential expansion of both urban and agricultural areas. Identifying and managing such earthly changes in an automatic way poses a worth-addressing challenge, in which remote sensing technology can have a fundamental role to answer—at least partially—such demands. The recent advent of cutting-edge processing facilities has fostered the adoption of deep learning architectures owing to their generalization capabilities. In this respect, it seems evident that the pace of deep learning in the remote sensing domain remains somewhat lagging behind that of its computer vision counterpart. This is due to the scarce availability of ground truth information in comparison with other computer vision domains. In this book, we aim at advancing the state of the art in linking deep learning methodologies with remote sensing image processing by collecting 20 contributions from different worldwide scientists and laboratories. The book presents a wide range of methodological advancements in the deep learning field that come with different applications in the remote sensing landscape such as wildfire and postdisaster damage detection, urban forest mapping, vine disease and pavement marking detection, desert road mapping, road and building outline extraction, vehicle and vessel detection, water identification, and text-to-image matching.

Machine Intelligence and Smart Systems

Author : Shikha Agrawal
Publisher : Springer Nature
ISBN 13 : 9813348933
Total Pages : 688 pages
Book Rating : 4.8/5 (133 download)

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Book Synopsis Machine Intelligence and Smart Systems by : Shikha Agrawal

Download or read book Machine Intelligence and Smart Systems written by Shikha Agrawal and published by Springer Nature. This book was released on 2021-04-08 with total page 688 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a collection of peer-reviewed best selected research papers presented at the First International Conference on Machine Intelligence and Smart Systems 2020 (MISS 2020), organized during September 24–25, 2020, in Gwalior, India. The book presents new advances and research results in the fields of machine intelligence, artificial intelligence and smart systems. It includes main paradigms of machine intelligence algorithms, namely (1) neural networks, (2) evolutionary computation, (3) swarm intelligence, (4) fuzzy systems and (5) immunological computation.

Computer Vision – ECCV 2022 Workshops

Author : Leonid Karlinsky
Publisher : Springer Nature
ISBN 13 : 3031250826
Total Pages : 774 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Computer Vision – ECCV 2022 Workshops by : Leonid Karlinsky

Download or read book Computer Vision – ECCV 2022 Workshops written by Leonid Karlinsky and published by Springer Nature. This book was released on 2023-02-11 with total page 774 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 8-volume set, comprising the LNCS books 13801 until 13809, constitutes the refereed proceedings of 38 out of the 60 workshops held at the 17th European Conference on Computer Vision, ECCV 2022. The conference took place in Tel Aviv, Israel, during October 23-27, 2022; the workshops were held hybrid or online. The 367 full papers included in this volume set were carefully reviewed and selected for inclusion in the ECCV 2022 workshop proceedings. They were organized in individual parts as follows: Part I: W01 - AI for Space; W02 - Vision for Art; W03 - Adversarial Robustness in the Real World; W04 - Autonomous Vehicle Vision Part II: W05 - Learning With Limited and Imperfect Data; W06 - Advances in Image Manipulation; Part III: W07 - Medical Computer Vision; W08 - Computer Vision for Metaverse; W09 - Self-Supervised Learning: What Is Next?; Part IV: W10 - Self-Supervised Learning for Next-Generation Industry-Level Autonomous Driving; W11 - ISIC Skin Image Analysis; W12 - Cross-Modal Human-Robot Interaction; W13 - Text in Everything; W14 - BioImage Computing; W15 - Visual Object-Oriented Learning Meets Interaction: Discovery, Representations, and Applications; W16 - AI for Creative Video Editing and Understanding; W17 - Visual Inductive Priors for Data-Efficient Deep Learning; W18 - Mobile Intelligent Photography and Imaging; Part V: W19 - People Analysis: From Face, Body and Fashion to 3D Virtual Avatars; W20 - Safe Artificial Intelligence for Automated Driving; W21 - Real-World Surveillance: Applications and Challenges; W22 - Affective Behavior Analysis In-the-Wild; Part VI: W23 - Visual Perception for Navigation in Human Environments: The JackRabbot Human Body Pose Dataset and Benchmark; W24 - Distributed Smart Cameras; W25 - Causality in Vision; W26 - In-Vehicle Sensing and Monitorization; W27 - Assistive Computer Vision and Robotics; W28 - Computational Aspects of Deep Learning; Part VII: W29 - Computer Vision for Civil and Infrastructure Engineering; W30 - AI-Enabled Medical Image Analysis: Digital Pathology and Radiology/COVID19; W31 - Compositional and Multimodal Perception; Part VIII: W32 - Uncertainty Quantification for Computer Vision; W33 - Recovering 6D Object Pose; W34 - Drawings and Abstract Imagery: Representation and Analysis; W35 - Sign Language Understanding; W36 - A Challenge for Out-of-Distribution Generalization in Computer Vision; W37 - Vision With Biased or Scarce Data; W38 - Visual Object Tracking Challenge.

Advanced Concepts for Intelligent Vision Systems

Author : Jacques Blanc-Talon
Publisher : Springer
ISBN 13 : 3030014495
Total Pages : 641 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Advanced Concepts for Intelligent Vision Systems by : Jacques Blanc-Talon

Download or read book Advanced Concepts for Intelligent Vision Systems written by Jacques Blanc-Talon and published by Springer. This book was released on 2018-09-24 with total page 641 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 19th International Conference on Advanced Concepts for Intelligent Vision Systems, ACIVS 2018, held in Poitiers, France, in September 2018. The 52 full papers presented in this volume were carefully reviewed and selected from 91 submissions. They were organized in topical sections named: video analysis; segmentation and classification; remote sending; biometrics; deep learning; coding and compression; and image restauration and reconstruction.

Computer Vision – ACCV 2018

Author : C. V. Jawahar
Publisher : Springer
ISBN 13 : 3030208931
Total Pages : 736 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Computer Vision – ACCV 2018 by : C. V. Jawahar

Download or read book Computer Vision – ACCV 2018 written by C. V. Jawahar and published by Springer. This book was released on 2019-05-28 with total page 736 pages. Available in PDF, EPUB and Kindle. Book excerpt: The six volume set LNCS 11361-11366 constitutes the proceedings of the 14th Asian Conference on Computer Vision, ACCV 2018, held in Perth, Australia, in December 2018. The total of 274 contributions was carefully reviewed and selected from 979 submissions during two rounds of reviewing and improvement. The papers focus on motion and tracking, segmentation and grouping, image-based modeling, dep learning, object recognition object recognition, object detection and categorization, vision and language, video analysis and event recognition, face and gesture analysis, statistical methods and learning, performance evaluation, medical image analysis, document analysis, optimization methods, RGBD and depth camera processing, robotic vision, applications of computer vision.