Download or read book Empirical Study of Pedestrian Detection Using Deep Learning written by Ahmet Kapkic and published by . This book was released on 2021 with total page 51 pages. Available in PDF, EPUB and Kindle. Book excerpt: Detecting pedestrians in public settings is a major research topic in both Computer Vision and Artificial Intelligence communities. It has found applications in a wide range of areas such as vehicle driving with autonomous control systems, video surveillance, and navigating robots, etc. Over the past decade, a great progress has been made in the development of efficient algorithms and the availability of large-scale data set, especially the advancement of Deep Learning method. In this thesis, the performance of a few state-of-the-art methods were evaluated by conducting empirical experiments with different settings and dataset configurations on pedestrian detection. The experiments were carried out using several Deep Learning models in the framework of both baseline and special configurations, including the Faster R-CNN, Mask R-CNN, and Cascade R-CNN methods. The experimental results show that the Mask R-CNN with a ResNet50 barebone yields the best performance in terms of its larger AP improvement and fewer resource requirement. This work provides a solid foundation upon which more sophisticated comparative studies can be conducted that utilize new algorithms/models and larger data set.
Download or read book Pedestrian Detection Algorithms using Shearlets written by Lienhard Pfeifer and published by Logos Verlag Berlin GmbH. This book was released on 2019-01-15 with total page 181 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this thesis, we investigate the applicability of the shearlet transform for the task of pedestrian detection. Due to the usage of in several emerging technologies, such as automated or autonomous vehicles, pedestrian detection has evolved into a key topic of research in the last decade. In this time period, a wealth of different algorithms has been developed. According to the current results on pedestrian detection benchmarks, the algorithms can be divided into two categories. First, application of hand-crafted image features and of a classifier trained on these features. Second, methods using Convolutional Neural Networks in which features are learned during the training phase. It is studied how both of these types of procedures can be further improved by the incorporation of shearlets, a framework for image analysis which has a comprehensive theoretical basis. To this end, we adapt the shearlet framework according to the requirements of the practical application of pedestrian detection algorithms. One main application area of pedestrian detection is located in the automotive domain. In this field, algorithms have to be runable on embedded devices. Therefore, we study the embedded realization of a pedestrian detection algorithm based on the shearlet transform.
Download or read book Deep Learning Reinforcement Learning and the Rise of Intelligent Systems written by Uddin, M. Irfan and published by IGI Global. This book was released on 2024-02-26 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: The applications of rapidly advancing intelligent systems are so varied that many are still yet to be discovered. There is often a disconnect between experts in computer science, artificial intelligence, machine learning, robotics, and other specialties, which inhibits the potential for the expansion of this technology and its many benefits. A resource that encourages interdisciplinary collaboration is needed to bridge the gap between these respected leaders of their own fields. Deep Learning, Reinforcement Learning, and the Rise of Intelligent Systems represents an exploration of the forefront of artificial intelligence, navigating the complexities of this field and its many applications. This guide expertly navigates through the intricate domains of deep learning and reinforcement learning, offering an in-depth journey through foundational principles, advanced methodologies, and cutting-edge algorithms shaping the trajectory of intelligent systems. The book covers an introduction to artificial intelligence and its subfields, foundational aspects of deep learning, a demystification of the architecture of neural networks, the mechanics of backpropagation, and the intricacies of critical elements such as activation and loss functions. The book serves as a valuable educational resource for professionals. Its structured approach makes it an ideal reference for students, researchers, and industry professionals.
Download or read book Innovations in Computational Intelligence and Computer Vision written by Satyabrata Roy and published by Springer Nature. This book was released on 2023-11-13 with total page 764 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents high-quality, peer-reviewed papers from the International Conference on “Innovations in Computational Intelligence and Computer Vision (ICICV 2022),” hosted by Manipal University Jaipur, Rajasthan, India, on 24–25 November 2022. The book includes a collection of innovative ideas from researchers, scientists, academics, industry professionals and students. The book covers a variety of topics, such as artificial intelligence and computer vision, image processing and video analysis, applications and services of artificial intelligence and computer vision, interdisciplinary areas combining artificial intelligence and computer vision, and other innovative practices.
Download or read book Proceedings of the Seventh International Conference on Mathematics and Computing written by Debasis Giri and published by Springer Nature. This book was released on 2022-03-05 with total page 1109 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book features selected papers from the 7th International Conference on Mathematics and Computing (ICMC 2021), organized by Indian Institute of Engineering Science and Technology (IIEST), Shibpur, India, during March 2021. It covers recent advances in the field of mathematics, statistics, and scientific computing. The book presents innovative work by leading academics, researchers, and experts from industry.
Download or read book Advanced Computational Paradigms and Hybrid Intelligent Computing written by Tapan Kumar Gandhi and published by Springer Nature. This book was released on 2021-12-06 with total page 653 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents high-quality, peer-reviewed papers from the Third International Conference on Advanced Computational and Communication Paradigms (ICACCP 2021), organized by Department of Computer Science and Engineering (CSE), Sikkim Manipal Institute of Technology (SMIT), Sikkim, India during 22 – 24 March 2021. ICACCP 2021 covers an advanced computational paradigms and communications technique which provides failsafe and robust solutions to the emerging problems faced by mankind. Technologists, scientists, industry professionals and research scholars from regional, national and international levels are invited to present their original unpublished work in this conference.
Download or read book Context Aware Systems and Applications written by Phan Cong Vinh and published by Springer. This book was released on 2016-04-16 with total page 463 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed proceedings of the 4th International Conference on Context-Aware Systems and Applications, ICCASA 2015, held in Vung Tau, Vietnam, in November 2015. The 44 revised full papers presented were carefully selected and reviewed from over 100 submissions. The papers cover a wide spectrum of issues in the area of context-aware systems (CAS) and context-based recommendation systems. CAS is characterized by its self- facets such as self-organization, self-configuration, self-healing, self-optimization, self-protection and so on whose context awareness used to dynamically control computing and networking functions. The overall goal of CAS is to realize nature-inspired autonomic systems that can manage themselves without direct human interventions.
Download or read book Progress in Image Analysis and Processing ICIAP 2013 written by Alfredo Petrosino and published by Springer. This book was released on 2013-09-03 with total page 789 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two volume set (LNCS 8156 and 8157) constitutes the refereed proceedings of the 17th International Conference on Image Analysis and Processing, ICIAP 2013, held in Naples, Italy, in September 2013. The 162 papers presented were carefully reviewed and selected from 354 submissions. The papers aim at highlighting the connection and synergies of image processing and analysis with pattern recognition and machine learning, human computer systems, biomedical imaging and applications, multimedia interaction and processing, 3D computer vision, and understanding objects and scene.
Download or read book Proceedings of the Seventh International Scientific Conference Intelligent Information Technologies for Industry IITI 23 written by Sergey Kovalev and published by Springer Nature. This book was released on 2023-10-22 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains the works connected with the key advances in Industrial Artificial Intelligence presented at IITI 2023, the Seventh International Scientific Conference on Intelligent Information Technologies for Industry held on September 25-30, 2023 in St. Petersburg, Russia. The works were written by the experts in the field of applied artificial intelligence including topics such as Machine Learning, Explainable AI, Decision-Making, Fuzzy Logic, Multi-Agent and Bioinspired Systems. The following industrial application domains were touched: railway automation, cyber security, intelligent medical systems, navigation and energetic systems. The editors believe that this book will be helpful for all scientists and engineers interested in the modern state of applied artificial intelligence.
Download or read book Introduction to Crowd Management written by Claudio Feliciani and published by Springer Nature. This book was released on 2022-03-03 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book will guide you in a simple and illustrative way through all aspects related to crowd behaviour, including sociological theories, methods of crowd control, people detection and tracking, and crowd simulation and prediction, while examining previous accidents to learn from the past. Crowds are a constant presence in most cities around the globe and mass gatherings are attracting an increasing number of people. While experience can help manage large crowds and plan mass events, knowledge on crowd behaviour is fundamental for successfully dealing with unexpected situations, improving current practices and implementing state-of-the-art technologies in management strategies. After letting people laugh about the controversy on colliding pedestrians, with this book, two of the Ig Nobel laureates on pedestrian traffic will make you think (and learn) presenting through a collaborative approach, combining theoretical with practical advice, the science behind crowd dynamics and the importance it plays in our increasingly urbanized society. Fundamental aspects related to crowd management are presented using simple concepts requiring little or no knowledge of mathematics or engineering. Professionals involved in pedestrian traffic, as well as students and researchers entering the field of crowd dynamics, will find this book a useful interdisciplinary introduction on the subject, exploring both fundamental background information and more specific topics related to crowd management.
Download or read book Data Science written by Jing He and published by Springer Nature. This book was released on 2020-02-01 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 6th International Conference on Data Science, ICDS 2019, held in Ningbo, China, during May 2019. The 64 revised full papers presented were carefully reviewed and selected from 210 submissions. The research papers cover the areas of Advancement of Data Science and Smart City Applications, Theory of Data Science, Data Science of People and Health, Web of Data, Data Science of Trust and Internet of Things.
Download or read book Handbook of Research on AI Methods and Applications in Computer Engineering written by Kaddoura, Sanaa and published by IGI Global. This book was released on 2023-01-30 with total page 659 pages. Available in PDF, EPUB and Kindle. Book excerpt: The development of artificial intelligence (AI) involves the creation of computer systems that can do activities that would ordinarily require human intelligence, such as visual perception, speech recognition, decision making, and language translation. Through increasingly complex programming approaches, it has been transforming and advancing the discipline of computer science. The Handbook of Research on AI Methods and Applications in Computer Engineering illuminates how todays computer engineers and scientists can use AI in real-world applications. It focuses on a few current and emergent AI applications, allowing a more in-depth discussion of each topic. Covering topics such as biomedical research applications, navigation systems, and search engines, this premier reference source is an excellent resource for computer scientists, computer engineers, IT managers, students and educators of higher education, librarians, researchers, and academicians.
Download or read book Advanced Methods for Seismic Performance Evaluation of Building Structures written by Sang Whan Han and published by MDPI. This book was released on 2021-01-21 with total page 190 pages. Available in PDF, EPUB and Kindle. Book excerpt: This Special Issue was created to collect the most recent and novel research on seismic performance evaluation of building structures. This issue includes three important topics on seismic engineering for building structures: (1) seismic design and performance evaluation, (2) structural dynamics, and (3) seismic hazard and risk analysis. To protect building structures from earthquakes, it is necessary to conduct seismic performance evaluations on structures with reliable methods and to retrofit these structures appropriately using the results of the seismic performance evaluation.
Download or read book Pedestrian Detection Using Deep Residual Network with Transfer Learning and Faster RCNN written by Naveen Kumar Subramani and published by . This book was released on 2018 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the rise of Artificial Intelligence over the past decade, many useful applications have been developed and in use. Computer vision is one of the core areas of Machine Learning. Computer vision could solve a range of tasks in many areas like medical computer vision, manufacturing machine vision, in autonomous vehicles and so on. Pedestrian detection is a challenging problem in computer vision. It is also an important task in video monitoring system. The objective of this thesis is to build a true pedestrian detector. The robust model is based on deep residual neural network using Transfer Learning. Trained model can be used to detect pedestrians on traffic videos in real time.
Download or read book ICT with Intelligent Applications written by Jyoti Choudrie and published by Springer Nature. This book was released on 2023-10-24 with total page 647 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers papers addressing state-of-the-art research in all areas of information and communication technologies and their applications in intelligent computing, cloud storage, data mining, and software analysis. It presents the outcomes of the Seventh International Conference on Information and Communication Technology for Intelligent Systems (ICTIS 2023), held in Ahmedabad, India. The book is divided into two volumes. It discusses the fundamentals of various data analysis techniques and algorithms, making it a valuable resource for researchers and practitioners alike.
Download or read book Vision Sensing and Analytics Integrative Approaches written by Md Atiqur Rahman Ahad and published by Springer Nature. This book was released on 2021-06-05 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book serves as the first guideline of the integrative approach, optimal for our new and young generations. Recent technology advancements in computer vision, IoT sensors, and analytics open the door to highly impactful innovations and applications as a result of effective and efficient integration of those. Such integration has brought to scientists and engineers a new approach —the integrative approach. This offers far more rapid development and scalable architecting when comparing to the traditional hardcore developmental approach. Featuring biomedical and healthcare challenges including COVID-19, we present a collection of carefully selective cases with significant added- values as a result of integrations, e.g., sensing with AI, analytics with different data sources, and comprehensive monitoring with many different sensors, while sustaining its readability.
Download or read book Robotics Computer Vision and Intelligent Systems written by Péter Galambos and published by Springer Nature. This book was released on 2022-11-09 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes the papers of two workshops which were held in conjunctionwith the First International Conference on Robotics, Computer Vision and Intelligent Systems,ROBOVIS 2020, Virtual Event, in November 4-6, 2020 and Second International Conference on Robotics, Computer Vision and Intelligent Systems,ROBOVIS 2021, Virtual Event, in October 25-27, 2021. The 11 revised full papers presented in this book were carefully reviewed and selectedfrom 53 submissions.
