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Drowsiness Detection For Car Assisted Driver System Using Image Processing Analysis
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Book Synopsis Drowsiness Detection for Car Assisted Driver System Using Image Processing Analysis-interfacing with Hardware by : Nice Quan Huong
Download or read book Drowsiness Detection for Car Assisted Driver System Using Image Processing Analysis-interfacing with Hardware written by Nice Quan Huong and published by . This book was released on 2010 with total page 64 pages. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of this study is to detect drowsiness in drivers to prevent accidents and to improve safety on the highways. A method for detecting drowsiness/sleepiness in drivers is developed by using a camera that point directly towards the driver's face and capture for the video. Once the video is captured, monitoring the face region and eyes in order to detect drowsy/fatigue. The system able to monitoring eyes and determines whether the eyes are in an open position or closed state. In such a case when drowsy is detected, a warning signal is issued to alert the driver. It can determine a time proportion of eye closure as the proportion of a time interval that the eye is in the closed position. If the driver's eyes are closed cumulatively more than a standard value, the system draws the conclusion that the driver is falling asleep, and then it will activate an alarm sound to alert the driver.
Book Synopsis Drowsiness Detection for Car Assisted Driver System Using Image Processing Analysis by : Ani Syazana Jasni
Download or read book Drowsiness Detection for Car Assisted Driver System Using Image Processing Analysis written by Ani Syazana Jasni and published by . This book was released on 2010 with total page 46 pages. Available in PDF, EPUB and Kindle. Book excerpt: The current technology in digital computer system allows researchers around the world to study the fatigue behavior. Although the current technology of drowsiness detector has been created, it is lack of efficient since the detection is used ordinary sensor. This project is to develop a driver drowsiness detection system by using histogram analysis. It is known that a driver is under drowsiness influences by looking at the eyelid. Based on the previous research, there is none used histogram for analysis. The result can be not accurate because histogram analysis analyzed the whole image. Therefore, if the analysis area is not specified, the result will be not accurate and efficient. The retina movement shows the fatigue level of the driver. For example, if the driver's eyes are closed about more than 5 seconds in the last 60 seconds, the driver considered as drowsiness. Based on the fact that driver's eye movement can be used to recognize the level of drowsiness, a sensor can be developing by using image processing analysis in MATLAB. The image processing analysis that will be used is histogram analysis. This system will be developing only on software part.
Book Synopsis Driver Drowsiness Detection by : Aleksandar Čolić
Download or read book Driver Drowsiness Detection written by Aleksandar Čolić and published by Springer. This book was released on 2014-09-27 with total page 57 pages. Available in PDF, EPUB and Kindle. Book excerpt: This SpringerBrief presents the fundamentals of driver drowsiness detection systems, provides examples of existing products, and offers guides for practitioners interested in developing their own solutions to the problem. Driver drowsiness causes approximately 7% of all road accidents and up to 18% of fatal collisions. Proactive systems that are capable of preventing the loss of lives combine techniques, methods, and algorithms from many fields of engineering and computer science such as sensor design, image processing, computer vision, mobile application development, and machine learning which is covered in this brief. The major concepts addressed in this brief are: the need for such systems, the different methods by which drowsiness can be detected (and the associated terminology), existing commercial solutions, selected algorithms and research directions, and a collection of examples and case studies. These topics equip the reader to understand this critical field and its applications. Detection Systems and Solutions: Driver Drowsiness is an invaluable resource for researchers and professionals working in intelligent vehicle systems and technologies. Advanced-level students studying computer science and electrical engineering will also find the content helpful.
Book Synopsis Driver Drowsiness Detection by : Aleksandar Colic
Download or read book Driver Drowsiness Detection written by Aleksandar Colic and published by Springer. This book was released on 2014-10-04 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: This SpringerBrief presents the fundamentals of driver drowsiness detection systems, provides examples of existing products, and offers guides for practitioners interested in developing their own solutions to the problem. Driver drowsiness causes approximately 7% of all road accidents and up to 18% of fatal collisions. Proactive systems that are capable of preventing the loss of lives combine techniques, methods, and algorithms from many fields of engineering and computer science such as sensor design, image processing, computer vision, mobile application development, and machine learning which is covered in this brief. The major concepts addressed in this brief are: the need for such systems, the different methods by which drowsiness can be detected (and the associated terminology), existing commercial solutions, selected algorithms and research directions, and a collection of examples and case studies. These topics equip the reader to understand this critical field and its applications. Detection Systems and Solutions: Driver Drowsiness is an invaluable resource for researchers and professionals working in intelligent vehicle systems and technologies. Advanced-level students studying computer science and electrical engineering will also find the content helpful.
Book Synopsis Drowsiness Detection Using Image Processing by : Hanojhan Rajahrajasingh
Download or read book Drowsiness Detection Using Image Processing written by Hanojhan Rajahrajasingh and published by GRIN Verlag. This book was released on 2019-12-13 with total page 60 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bachelor Thesis from the year 2019 in the subject Engineering - Robotics, grade: 78, University of Sunderland, language: English, abstract: This report explains the final project, driver drowsiness detection system. When a driver doesn’t get proper rest, they fall asleep while driving and this leads to fatal accidents. This particular issue demands a solution in the form of a system that is capable of detecting drowsiness and to take necessary actions to avoid accidents. The detection is achieved with three main steps, it begins with face detection and facial feature detection using the famous Viola Jones algorithm followed by eye tracking. By the use of correlation coefficient template matching, the eyes are tracked. Whether the driver is awake or asleep is identified by matching the extracted eye image with the externally fed template (open eyes and closed eyes) based on eyes opening and eyes closing, blinking is recognized. If the driver falling asleep state remains above a specific time (the threshold time) the vehicles stops and an alarm is activated by the use of a specific microcontroller, in this prototype an Arduino is used.
Book Synopsis Ambient Communications and Computer Systems by : Gregorio Martinez Perez
Download or read book Ambient Communications and Computer Systems written by Gregorio Martinez Perez and published by Springer. This book was released on 2018-03-20 with total page 755 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes high-quality, peer-reviewed papers from the International Conference on Recent Advancement in Computer, Communication and Computational Sciences (RACCCS-2017), held at Aryabhatta College of Engineering & Research Center, Ajmer, India on September 2–3, 2017, presenting the latest developments and technical solutions in computational sciences. Data science, data- and knowledge engineering require networking and communication as a backbone and have a wide scope of implementation in engineering sciences. Keeping this ideology in mind, the book offers insights that reflect the advances in these fields from upcoming researchers and leading academicians across the globe. Covering a variety of topics, such as intelligent hardware and software design, advanced communications, intelligent computing technologies, advanced software engineering, the web and informatics, and intelligent image processing, it helps those in the computer industry and academia use the advances of next-generation communication and computational technology to shape real-world applications.
Book Synopsis Advanced Production and Industrial Engineering by : R.M. Singari
Download or read book Advanced Production and Industrial Engineering written by R.M. Singari and published by IOS Press. This book was released on 2022-11-23 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt: Things change rapidly in the field of engineering, and awareness of innovation in production techniques is essential for those working in the field if they are to utilise the best and most appropriate solutions available. This book presents the proceedings of ICAPIE-22, the 7th International Conference on Advanced Production and Industrial Engineering, held on 11 and 12 June 2022 in Delhi, India. The aim of the conference was to explore new windows for discoveries in design, materials and manufacturing, which have an important role in all fields of scientific growth, and to provide an arena for the showcasing of advancements and research endeavours from around the world. The 102 peer-reviewed and revised papers in this book include a large number of technical papers with rich content, describing ground-breaking research from various institutes. Covering a wide range of topics and promoting the contribution of production and industrial engineering and technology for a sustainable future, the book will be of interest to all those working in production and industrial engineering.
Book Synopsis Drowsiness Detection for Driver Assistance by : Eyosiyas Fisseha Tadesse
Download or read book Drowsiness Detection for Driver Assistance written by Eyosiyas Fisseha Tadesse and published by . This book was released on 2013 with total page 67 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis presents a noninvasive approach to detect drowsiness of drivers using behavioral and vehicle based measuring techniques. The system accepts stream of driver's images from a camera and steering wheel movement from G-27 Logitech racing wheel system. It first describes a standalone implementation of the behavioral based drowsiness detection method. The method accepts the input images and analyzes the facial expressions of the driver through sets of processing stages. In order to improve the reliability of the system, we also proposed a comprehensive approach of combining the facial expression analysis with a steering wheel data analysis in decision level as well as feature level integration. We also presented a new approach of modeling the temporal information of facial expressions of drowsiness using HMM. Each proposed approach has been implemented in a simulated driving setup. The detection performance of each method is evaluated through experiments and its parameter settings were optimized. Finally we present a case study which discusses the practicality of our system in a small-scaled intelligent transportation system where it switches the driving mechanism between manual and autonomous control depending on the state of the driver.
Book Synopsis Non-intrusive Driver Drowsiness Detection System by : Ashardi B. Abas
Download or read book Non-intrusive Driver Drowsiness Detection System written by Ashardi B. Abas and published by . This book was released on 2011 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The development of technologies for preventing drowsiness at the wheel is a major challenge in the field of accident avoidance systems. Preventing drowsiness during driving requires a method for accurately detecting a decline in driver alertness and a method for alerting and refreshing the driver. As a detection method, the authors have developed a system that uses image processing technology to analyse images of the road lane with a video camera integrated with steering wheel angle data collection from a car simulation system. The main contribution of this study is a novel algorithm for drowsiness detection and tracking, which is based on the incorporation of information from a road vision system and vehicle performance parameters. Refinement of the algorithm is more precisely detected the level of drowsiness by the implementation of a support vector machine classification for robust and accurate drowsiness warning system. The Support Vector Machine (SVM) classification technique diminished drowsiness level by using non intrusive systems, using standard equipment sensors, aim to reduce these road accidents caused by drowsiness drivers. This detection system provides a non-contact technique for judging various levels of driver alertness and facilitates early detection of a decline in alertness during driving. The presented results are based on a selection of drowsiness database, which covers almost 60 hours of driving data collection measurements. All the parameters extracted from vehicle parameter data are collected in a driving simulator. With all the features from a real vehicle, a SVM drowsiness detection model is constructed. After several improvements, the classification results showed a very good indication of drowsiness by using those systems.
Book Synopsis Proceedings of the International Conference on Information Technology & Systems (ICITS 2018) by : Álvaro Rocha
Download or read book Proceedings of the International Conference on Information Technology & Systems (ICITS 2018) written by Álvaro Rocha and published by Springer. This book was released on 2018-01-04 with total page 1170 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes a selection of articles from the 2018 International Conference on Information Technology & Systems (ICITS 18), held on January 10 – 12, 2018, at the Universidad Estatal Península de Santa Elena, Libertad City, Ecuador. ICIST is a global forum for researchers and practitioners to present and discuss recent findings and innovations, current trends, lessons learned and the challenges of modern information technology and systems research, together with their technological development and applications. The main topics covered include information and knowledge management; organizational models and information systems; software and systems modeling; software systems, architectures, applications and tools; multimedia systems and applications; computer networks, mobility and pervasive systems; intelligent and decision support systems; big data analytics and applications; human–computer interaction; ethics, computers & security; health informatics; and information technologies in education.
Book Synopsis Real-time Driver Drowsiness Detection System Based on PERCLOS and Grayscale Image Processing by : 林映帆
Download or read book Real-time Driver Drowsiness Detection System Based on PERCLOS and Grayscale Image Processing written by 林映帆 and published by . This book was released on 2013 with total page 54 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Innovations in Electrical and Electronic Engineering by : Saad Mekhilef
Download or read book Innovations in Electrical and Electronic Engineering written by Saad Mekhilef and published by Springer Nature. This book was released on 2022-04-13 with total page 839 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book features selected high-quality papers presented at International Conference on Electrical and Electronics Engineering (ICEEE 2022), jointly organized by University of Malaya and Bharath Institute of Higher Education and Research India during January 8–9, 2022, at NCR New Delhi, India. The book focuses on current development in the fields of electrical and electronics engineering. The book covers electrical engineering topics—power and energy including renewable energy, power electronics and applications, control, and automation and instrumentation—and covers the areas of robotics, artificial intelligence and IoT, electronics devices, circuits and systems, wireless and optical communication, RF and microwaves, VLSI, and signal processing. The book is beneficial for readers from both academia and industry.
Author :National Academies of Sciences, Engineering, and Medicine Publisher :National Academies Press ISBN 13 :0309392527 Total Pages :273 pages Book Rating :4.3/5 (93 download)
Book Synopsis Commercial Motor Vehicle Driver Fatigue, Long-Term Health, and Highway Safety by : National Academies of Sciences, Engineering, and Medicine
Download or read book Commercial Motor Vehicle Driver Fatigue, Long-Term Health, and Highway Safety written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2016-09-12 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: There are approximately 4,000 fatalities in crashes involving trucks and buses in the United States each year. Though estimates are wide-ranging, possibly 10 to 20 percent of these crashes might have involved fatigued drivers. The stresses associated with their particular jobs (irregular schedules, etc.) and the lifestyle that many truck and bus drivers lead, puts them at substantial risk for insufficient sleep and for developing short- and long-term health problems. Commercial Motor Vehicle Driver Fatigue, Long-Term Health and Highway Safety assesses the state of knowledge about the relationship of such factors as hours of driving, hours on duty, and periods of rest to the fatigue experienced by truck and bus drivers while driving and the implications for the safe operation of their vehicles. This report evaluates the relationship of these factors to drivers' health over the longer term, and identifies improvements in data and research methods that can lead to better understanding in both areas.
Book Synopsis Proceedings of the 12th National Technical Seminar on Unmanned System Technology 2020 by : Khalid Isa
Download or read book Proceedings of the 12th National Technical Seminar on Unmanned System Technology 2020 written by Khalid Isa and published by Springer Nature. This book was released on 2021-09-24 with total page 1155 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprises the proceedings of the 12th National Technical Symposium on Unmanned System Technology 2020 (NUSYS’20) held on October 27–28, 2020. It covers a number of topics, including intelligent robotics, novel sensor technology, control algorithms, acoustics signal processing, imaging techniques, biomimetic robots, green energy sources, and underwater communication backbones and protocols, and it appeals to researchers developing marine technology solutions and policy-makers interested in technologies to facilitate the exploration of coastal and oceanic regions.
Book Synopsis Object Detection and Recognition in Digital Images by : Boguslaw Cyganek
Download or read book Object Detection and Recognition in Digital Images written by Boguslaw Cyganek and published by John Wiley & Sons. This book was released on 2013-05-20 with total page 518 pages. Available in PDF, EPUB and Kindle. Book excerpt: Object detection, tracking and recognition in images are key problems in computer vision. This book provides the reader with a balanced treatment between the theory and practice of selected methods in these areas to make the book accessible to a range of researchers, engineers, developers and postgraduate students working in computer vision and related fields. Key features: Explains the main theoretical ideas behind each method (which are augmented with a rigorous mathematical derivation of the formulas), their implementation (in C++) and demonstrated working in real applications. Places an emphasis on tensor and statistical based approaches within object detection and recognition. Provides an overview of image clustering and classification methods which includes subspace and kernel based processing, mean shift and Kalman filter, neural networks, and k-means methods. Contains numerous case study examples of mainly automotive applications. Includes a companion website hosting full C++ implementation, of topics presented in the book as a software library, and an accompanying manual to the software platform.
Book Synopsis Concepts and Real-Time Applications of Deep Learning by : Smriti Srivastava
Download or read book Concepts and Real-Time Applications of Deep Learning written by Smriti Srivastava and published by Springer Nature. This book was released on 2021-09-23 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides readers with a comprehensive and recent exposition in deep learning and its multidisciplinary applications, with a concentration on advances of deep learning architectures. The book discusses various artificial intelligence (AI) techniques based on deep learning architecture with applications in natural language processing, semantic knowledge, forecasting and many more. The authors shed light on various applications that can benefit from the use of deep learning in pattern recognition, person re-identification in surveillance videos, action recognition in videos, image and video captioning. The book also highlights how deep learning concepts can be interwoven with more modern concepts to yield applications in multidisciplinary fields. Presents a comprehensive look at deep learning and its multidisciplinary applications, concentrating on advances of deep learning architectures; Includes a survey of deep learning problems and solutions, identifying the main open issues, innovations and latest technologies; Shows industrial deep learning in practice with examples/cases, efforts, challenges, and strategic approaches.
Book Synopsis Design and Implementation of Driver Drowsiness Detection Systems by : Aleksandar Colic
Download or read book Design and Implementation of Driver Drowsiness Detection Systems written by Aleksandar Colic and published by . This book was released on 2014 with total page 119 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is a substantial amount of evidence that suggests that driver drowsiness plays a signicant role in road accidents. Alarming recent statistics are raising the interest in equipping vehicles with driver drowsiness detection systems. This dissertation describes the design and implementation of a driver drowsiness detection system that is based on the analysis of visual input consisting of the driver's face and eyes. The resulting system combines o-the-shelf software components for face detection, human skin color detection and eye state classication in a novel way. It follows a behavioral methodology by performing a non-invasive monitoring of external cues describing a driver's level of drowsiness. We look at this complex problem from a systems engineering point of view in order to go from a proof-of-concept prototype to a stable software framework. Our system utilizes two detection and analysis methods: (i) face detection with eye region extrapolation and (ii) eye state classication. Additionally, we use two conrmation processes { one based on custom skin color detection, the other based on nod detection { to make the system more robust and resilient while not sacricing speed signicantly. The system was designed to be dynamic and adaptable to conform to the current conditions and hardware capabilities.
