Learning Fully Convolutional Networks For Background Subtraction In Surveillance Videos
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Learning Fully Convolutional Networks For Background Subtraction In Surveillance Videos
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Author :
language : en
Publisher:
Release Date : 2019
Learning Fully Convolutional Networks For Background Subtraction In Surveillance Videos written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with Electronic books categories.
Extracting foreground regions can provide contextual information for a variety of computer vision tasks, including object detection, visual tracking, semantic segmentation etc., in surveillance systems. Traditional methods in the literature suffer from multiple challenges such as background clusters, objects overlapping in the visual field, shadows, lighting changes, fast-moving objects, and objects being introduced or removed from the scene. To address these issues, this work presents a learning-based method for subtracting background regions in individual video frames. The proposed method utilizes the recently developed fully convolutional networks (FCNs), which take input of arbitrary size and produce correspondingly-sized output. The network trained end-to end, pixel-to-pixel, was able to predict the foreground pixels with lesser noise and better generalization to the extent that exceeds the result of the traditional methods. Integrating with transfer learning and image pyramids techniques further enhance the stability of the models. The performance of the models was compared for different scenarios.
Handbook Of Pattern Recognition And Computer Vision 6th Edition
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Author : Chen Chi Hau
language : en
Publisher: World Scientific
Release Date : 2020-04-04
Handbook Of Pattern Recognition And Computer Vision 6th Edition written by Chen Chi Hau and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-04-04 with Computers categories.
Towards Smart World
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Author : Lavanya Sharma
language : en
Publisher: CRC Press
Release Date : 2020-12-13
Towards Smart World written by Lavanya Sharma and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-13 with Computers categories.
Towards Smart World: Homes to Cities Using Internet of Things provides an overview of basic concepts from the rising of machines and communication to IoT for making cities smart, real-time applications domains, related technologies, and their possible solutions for handling relevant challenges. This book highlights the utilization of IoT for making cities smart and its underlying technologies in real-time application areas such as emergency departments, intelligent traffic systems, indoor and outdoor securities, automotive industries, environmental monitoring, business entrepreneurship, facial recognition, and motion-based object detection. Features The book covers the challenging issues related to sensors, detection, and tracking of moving objects, and solutions to handle relevant challenges. It contains the most recent research analysis in the domain of communications, signal processing, and computing sciences for facilitating smart homes, buildings, environmental conditions, and cities. It presents the readers with practical approaches and future direction for using IoT in smart cities and discusses how it deals with human dynamics, the ecosystem, and social objects and their relation. It describes the latest technological advances in IoT and visual surveillance with their implementations. This book is an ideal resource for IT professionals, researchers, undergraduate or postgraduate students, practitioners, and technology developers who are interested in gaining deeper knowledge and implementing IoT for smart cities, real-time applications areas, and technologies, and a possible set of solutions to handle relevant challenges. Dr. Lavanya Sharma is an Assistant Professor in the Amity Institute of Information Technology at Amity University UP, Noida, India. She has been a recipient of several prestigious awards during her academic career. She is an active nationally recognized researcher who has published numerous papers in her field.
Computer Vision Accv 2018
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Author : C.V. Jawahar
language : en
Publisher: Springer
Release Date : 2019-05-25
Computer Vision Accv 2018 written by C.V. Jawahar and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-05-25 with Computers categories.
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.
Information And Communication Technology For Competitive Strategies Ictcs 2020
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Author : M. Shamim Kaiser
language : en
Publisher: Springer Nature
Release Date : 2021-07-05
Information And Communication Technology For Competitive Strategies Ictcs 2020 written by M. Shamim Kaiser and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-05 with Technology & Engineering categories.
This book contains the best selected research papers presented at ICTCS 2020: Fifth International Conference on Information and Communication Technology for Competitive Strategies. The conference was held at Jaipur, Rajasthan, India during 11–12 December 2020. The book covers state-of-the-art as well as emerging topics pertaining to ICT and effective strategies for its implementation for engineering and managerial applications. This book contains papers mainly focused on ICT for computation, algorithms and data analytics and IT security.
Image Analysis And Processing Iciap 2022
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Author : Stan Sclaroff
language : en
Publisher: Springer Nature
Release Date : 2022-05-14
Image Analysis And Processing Iciap 2022 written by Stan Sclaroff and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-14 with Computers categories.
The proceedings set LNCS 13231, 13232, and 13233 constitutes the refereed proceedings of the 21st International Conference on Image Analysis and Processing, ICIAP 2022, which was held during May 23-27, 2022, in Lecce, Italy, The 168 papers included in the proceedings were carefully reviewed and selected from 307 submissions. They deal with video analysis and understanding; pattern recognition and machine learning; deep learning; multi-view geometry and 3D computer vision; image analysis, detection and recognition; multimedia; biomedical and assistive technology; digital forensics and biometrics; image processing for cultural heritage; robot vision; etc.
Computer Vision And Image Processing
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Author : Balasubramanian Raman
language : en
Publisher: Springer Nature
Release Date : 2022-07-23
Computer Vision And Image Processing written by Balasubramanian Raman and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-07-23 with Computers categories.
This two-volume set (CCIS 1567-1568) constitutes the refereed proceedings of the 6h International Conference on Computer Vision and Image Processing, CVIP 2021, held in Rupnagar, India, in December 2021. The 70 full papers and 20 short papers were carefully reviewed and selected from the 260 submissions. The papers present recent research on such topics as biometrics, forensics, content protection, image enhancement/super-resolution/restoration, motion and tracking, image or video retrieval, image, image/video processing for autonomous vehicles, video scene understanding, human-computer interaction, document image analysis, face, iris, emotion, sign language and gesture recognition, 3D image/video processing, action and event detection/recognition, medical image and video analysis, vision-based human GAIT analysis, remote sensing, and more.
Recent Innovations In Computing
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Author : Pradeep Kumar Singh
language : en
Publisher: Springer Nature
Release Date : 2022-03-09
Recent Innovations In Computing written by Pradeep Kumar Singh and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-03-09 with Technology & Engineering categories.
This book features selected papers presented at the 4th International Conference on Recent Innovations in Computing (ICRIC 2021), held on May 8–9, 2021, at the Central University of Jammu, India, and organized by the university’s Department of Computer Science and Information Technology. The book is divided into two volumes, and it includes the latest research in the areas of software engineering, cloud computing, computer networks and Internet technologies, artificial intelligence, information security, database and distributed computing, and digital India.
Computer Vision Accv 2020 Workshops
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Author : Imari Sato
language : en
Publisher: Springer Nature
Release Date : 2021-02-23
Computer Vision Accv 2020 Workshops written by Imari Sato and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-02-23 with Computers categories.
This book constitutes the refereed post-conference proceedings of four workshops held at the 15th Asian Conference on Computer Vision, ACCV 2020, which was held in Kyoto, Japan, in November/ December 2020.* The 13 papers were carefully reviewed and selected from the following two workshops: Machine Learning and Computing for Visual Semantic Analysis (MLCSA) and Multi-Visual-Modality Human Activity Understanding (MMHAU). *The conference and workshops were held virtually.
Proceedings Of The International Conference On Aerospace System Science And Engineering 2021
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Author : Zhongliang Jing
language : en
Publisher: Springer Nature
Release Date : 2022-07-08
Proceedings Of The International Conference On Aerospace System Science And Engineering 2021 written by Zhongliang Jing and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-07-08 with Technology & Engineering categories.
The book collects selected papers presented at the 5th International Conference on Aerospace System Science and Engineering (ICASSE 2021), organized by Shanghai Jiao Tong University, China, hosted by Moscow Aviation Institute, Russia. It provides a forum for experts in aeronautics and astronautics to share new ideas and findings. ICASSE conference has been organized annually since 2017 and host in Shanghai, Moscow, and Toronto in turn, where the three regional editors of journal Aerospace Systems are located. This book presents high-quality contributions in the subject area of Aerospace System Science and Engineering, including topics such as: Trans-space vehicle systems design and integration, Air vehicle systems, Space vehicle systems, Near-space vehicle systems, Opto-electronic system, Aerospace robotics and unmanned system, Aerospace robotics and unmanned system, Communication, navigation and surveillance, Dynamics and control, Intelligent sensing and Information fusion, Aerodynamics and aircraft design, Aerospace propulsion, Avionics system, Air traffic management, Earth observation, Deep space exploration, Bionic micro-aircraft/spacecraft.