Computer vision

Unlocking computer vision with Python and OpenCV¿DESCRIPTION Neural Network Computer Vision with OpenCV equips you with professional skills and knowledge to build intelligent vision systems using OpenCV. It creates a sequential pathway for understanding morphological operations, edge and corner detection, object localization, image classification, segmentation, and advanced applications like face detection and recognition, and optical character recognition. This book offers a practical roadmap to explore the nuances of image processing with detailed discussions on each topic, supported by hands-on Python code examples. The readers will learn the basics of neural networks, deep learning and CNNs by using deep learning frameworks like Keras, Tensorflow, PyTorch, Caffe etc. They will be able to utilize OpenCV DNN module to classify images by using models like Inception V3, Resnet 101, Mobilenet V2. Moreover, the book will help to successfully Implement object detection using YOLOv3, SSD and R-CNN models. The character detection and recognition models are also covered in depth with code examples.You will gain a deeper understanding of how these techniques impact real-world scenarios and learn to harness the potential of Python and OpenCV to solve complex problems. Whether you are building intelligent systems, automating processes, or working on image-related projects, this book equips you with the skills to revolutionize your approach to visual data.WHAT YOU WILL LEARN¿ Acquire expertise in image manipulation techniques.¿ Apply knowledge to practical scenarios in computer vision.¿ Implement robust systems for face detection and recognition.¿ Enhance projects with accurate object localization capabilities.¿ Extract text information from images effectively.WHO THIS BOOK IS FORThis book is designed for those with basic Python skills, from beginners to intermediate-level readers. Whether you are building intelligent robots that perceive their surroundings or crafting advanced vision systems for object detection and image analysis, this book will equip you with the tools and skills to push the boundaries of AI perception.

This book constitutes the revised selected papers of the 13th International Conference on Videogame Sciences and Arts, VJ 2023, held in Aveiro, Portugal, during November 28¿30, 2023.The 17 full papers and the 6 short papers presented were carefully reviewed and selected from 64 submissions. They are organized in topical sections named: game experience and evaluation; game-based learning and edutainment; games and culture; game design and development.

This book constitutes the Revised Selected Papers of the Second International Conference, ICAETA 2023, held in Istanbul, Turkey, during March 10¿11, 2023.The 37 full papers included in this volume were carefully reviewed and selected from 139 submissions. The topics cover a range of areas related to engineering, technology, and applications. Main themes of the conference include, but are not limited to: Data Analysis, Visualization and Applications; Artificial Intelligence, Machine Learning and Computer Vision; Computer Communication and Networks; Signal Processing and Applications; Electronic Circuits, Devices, and Photonics; Power Electronics and Energy Systems.

This book constitutes the proceedings of the CCF 18th International Conference on Computer-Aided Design and Computer Graphics, CAD/Graphics 2023, which took place in Shanghai, China, during August 19¿21, 2023.The 23 full papers included in this book were carefully reviewed and selected from 169 submissions. They focus on topics such as computer graphics and CAD, 3D Printing and Computational Fabrication, 3D Vision, Bio-CAD and Nano-CAD, Computer Animation, Deep Learning for Graphics, Geometric Modeling, Geometry Processing, Rendering, Virtual Reality, Augmented Reality, Visualization, and more.

This book constitutes the refereed proceedings of the 8th International Workshop on Artificial Intelligence and Pattern Recognition, IWAIPR 2023, held in Varadero, Cuba, in October 2023. The 68 papers presented in the proceedings set were carefully reviewed and selected from 38 submissions. The IWAIPR conference aims to provide a leading international forum to promote and disseminate ongoing research into mathematical methods of computing techniques for Artifical Intelligence and Pattern Recognition.

This book covers virtually all aspects of image formation in medical imaging, including systems based on ionizing radiation (x-rays, gamma rays) and non-ionizing techniques (ultrasound, optical, thermal, magnetic resonance, and magnetic particle imaging) alike. In addition, it discusses the development and application of computer-aided detection and diagnosis (CAD) systems in medical imaging.  Given its coverage, the book provides both a forum and valuable resource for researchers involved in image formation, experimental methods, image performance, segmentation, pattern recognition, feature extraction, classifier design, machine learning / deep learning, radiomics, CAD workstation design, human¿computer interaction, databases, and performance evaluation.

This book shows how different types of motion can be disambiguated into their components in a richer way than that currently possible in computer vision.Previous research of motion analysis has generally not yet considered the basic nature of higher orders of motion such as acceleration. Hence, this book introduces an approximation of the acceleration field using established optical flow techniques. Further, acceleration is decomposed into radial and tangential based on geometry and propagated as a general motion descriptor; this book shows the capability for differentiating different types of motion both on synthesized data and real image sequences.Beyond acceleration, the higher orders of motion flow and their continuant parts are investigated for further revealing the chaotic motion fields. Naturally, it is possible to extend this notion further: to detect higher orders of image motion. In this respect, this book shows how jerk and snap can be obtained from image sequences. The derived results on test images and heel strike detection in gait analysis illustrate the ability of higher-order motion, which provide the basis for the following research and applications in the future.We hope that the publication of this book will bring a new perspective to researchers and graduate students in the field of video analysis in computer vision.

This book constitutes the revised selected papers of the First International Conference, AIBTR 2023, held in Nagpur, India, during September 23, 2023.The 6 full papers included in this volume were carefully reviewed and selected from 37 submissions. The papers contained in this book discuss the application of Artificial Intelligence in Biomedical Engineering for the Health Care industry.

This LNCS volume constitutes the proceedings of 12th International Conference, GALA 2023, in Dublin, Ireland, held during November/December 2023. The 36 full papers and 13 short papers were carefully reviewed and selected from 88 submissions. The papers contained in this book have been organized into six categories, reflecting the variety of theoretical approaches and application domains of research into serious games: 1. The Serious Games and Game Design2. User experience, User Evaluation and User Analysis in Serious Games3. Serious Games for Instruction4. Serious Games for Health, Wellbeing and Social Change5. Evaluating and Assessing Serious Games Elements6. Posters

This book constitutes the proceedings of the First International Conference, AI4S 2023, held in Pune, India, during September 4-5, 2023.The 14 full papers and the 2 short papers included in this volume were carefully reviewed and selected from 72 submissions. This volume aims to open discussion on trustworthy AI and related topics, trying to bring the most up to date developments around the world from researchers and practitioners.

The advent of X-ray Computed Tomography (CT) as a tool for the soil sciences almost 40 years ago has revolutionised the field. Soil is the fragile, thin layer of material that exists above earth's geological substrates upon which so much of life on earth depends. However a major limitation to our understanding of how soils behave and function is due to its complex, opaque structure that hinders our ability to assess its porous architecture without disturbance. X-ray imagery has facilitated the ability to truly observe soil as it exists in three dimensions and across contrasting spatial and temporal scales in the field in an undisturbed fashion. This book gives a comprehensive overview of the "e;state of the art"e; in a variety of application areas where this type of imaging is used, including soil water physics and hydrology, agronomic management of soils, and soil-plant-microbe interactions. It provides the necessary details for entry level readers in the crucial areas of sample preparation, scanner optimisation and image processing and analysis. Drawing on experts across the globe, from both academia and industry, the book covers the necessary "e;dos and don'ts"e;, but also offers insights into the future of both technology and science. The wider application of the book is provided by dedicated chapters on how the data from such imagery can be incorporated into models and how the technology can be interfaced with other relevant technical applications. The book ends with a future outlook from the four editors, each of whom has over 20 years of experience in the application of X-ray CT to soil science.

This book constitutes the proceedings of the 17th Chinese Conference, CCBR 2023, held in Xuzhou, China, during December 1¿3, 2023.The 41 full papers included in this volume were carefully reviewed and selected from 79 submissions. The volume is divided in topical sections named: Fingerprint, Palmprint and Vein Recognition; Face Detection, Recognition and Tracking; Affective Computing and Human-Computer Interface; Trustworthy, Privacy and Personal Data Security; Medical and Other Applications.

This book covers the latest advances in Cultural Algorithms, their general framework, different variants, hybridized versions with other meta-heuristic and search techniques, and their applications. Cultural Algorithms are meta-heuristic numerical optimization techniques inspired by the bio-cultural evolutionary theory, in which both types of vertical and horizontal learning behaviors are modeled. The book includes well-briefed basics of optimization and theoretical backgrounds of Cultural Algorithms in its initial chapters and then discusses their applications in different branches of science and engineering. It provides detailed mathematical formulations and algorithmic pseudo-codes of hybridized, extended, and multi-population variants of cultural algorithms. The book will serve the research students, fellows, professors, and industry professionals to implement real-time applications of Cultural Algorithms.

This book constitutes refereed proceedings of the Fourth International Conference on Emerging Technology Trends in Electronics, Communication and Networking, ET2ECN 2021. The volume covers a wide range of topics, including electronic devices, VLSI design and fabrication, photo electronic systems and applications, integrated optics, embedded systems, wireless communication, optical communication, free-space optics, signal processing, image/audio/video processing, wireless sensor networks, next-generation networks, network security, and many others. The book will serve as a valuable reference resource for academia and researchers across the globe.

"Data Science and Analytics in Action: Sample Mini-Projects in Multi-Disciplines" is your essential companion on the journey to mastering data science. Tailored for beginners, this book transforms abstract concepts into tangible skills through a series of engaging mini-projects. Grounded in real-world scenarios, each project empowers readers to bridge the gap between theory and hands-on practice. Explore fundamental principles of data science, from data visualization to machine learning, in an accessible and enjoyable format. This comprehensive guide embraces diverse learning styles, offering clear visualizations and hands-on coding experiences. Beyond theoretical discussions, it extends gratitude to mentors and educators, fostering a sense of community. Whether you're aiming for a career in data analytics or simply curious about the field, this book equips you with a robust foundation for a transformative learning experience in data science.

Computer Vision & Laser Vibrometry, Volume 6: Proceedings of the 41st IMAC, A Conference and Exposition on Structural Dynamics, 2023, the sixth volume of ten from the Conference brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on fundamental and applied aspects of Computer Vision, Laser Vibrometry and Structural Health Monitoring, including papers on:Novel TechniquesOptical Methods,Scanning LDV MethodsPhotogrammetry & DICStructural Health Monitoring

This book constitutes the proceedings of the 24th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2023, held in Évora, Portugal, during November 22¿24, 2023.The 45 full papers and 4 short papers presented in this book were carefully reviewed and selected from 77 submissions. IDEAL 2023 is focusing on big data challenges, machine learning, deep learning, data mining, information retrieval and management, bio-/neuro-informatics, bio-inspired models, agents and hybrid intelligent systems, and real-world applications of intelligence techniques and AI.The papers are organized in the following topical sections: main track; special session on federated learning and (pre) aggregation in machine learning; special session on intelligent techniques for real-world applications of renewable energy and green transport; and special session on data selection in machine learning.

The LNCS volume constitutes the refereed proceedings of 10th International Conference, PReMI 2023, in Kolkata, India, in December 2023. The 91 full papers, presented together with abstracts of 6 keynote and invited talks, were carefully reviewed and selected from more than 300 submissions. The conference presents topics covering different aspects of pattern recognition and machine intelligence with real life state-of-the-art applications.

This book constitutes the proceedings of the 21st International Conference on Advanced Concepts for Intelligent Vision Systems, ACIVS 2023, held in Kumamoto, Japan, during August 2023. The 31 papers presented in this volume were carefully reviewed and selected from a total of 48 submissions. They were organized in topical sections named: Computer Vision, Affective Computing and Human Interactions, Managing the Biodiversity, Robotics and Drones, Machine Learning.

This book constitutes the refereed proceedings of the 5th Multidisciplinary International Symposium on Disinformation in Open Online Media, MISDOOM 2023, which was held in Amsterdam, The Netherlands, during November 21¿22, 2023.The 13 full papers presented in this book were carefully reviewed and selected from 19 submissions. The papers focus on misinformation, disinformation, hate speech, disinformation campaigns, social network analysis, large language models, generative AI, and multi-modal embeddings.

Are you ready to become an AI Hero and make positive transformation? In Become an AI Hero: A Journey Towards Inclusive Innovation, Award-Winning Talent Development Expert, Liza Wisner takes readers on a profound odyssey into the heart of the digital era, delving deep into the far-reaching influence of Artificial Intelligence (AI) and how we can harness its power with a greater focus on inclusivity. This book will equip readers with the knowledge and tools to be a catalyst for change and use AI as a potent force for good.

IntroductionWelcome to "Power Query for Power BI and Excel: Transform and Shape Data." In this comprehensive guide, we embark on a journey through the powerful world of data transformation and preparation using Microsoft Power Query, an essential tool for data analysts, business intelligence professionals, and Excel enthusiasts.In today's data-driven landscape, the ability to work with data effectively is a critical skill. Organizations rely on accurate, clean, and well-structured data to make informed decisions and gain a competitive edge. Power Query empowers you to seamlessly access, transform, and shape your data, enabling you to uncover valuable insights and drive intelligent actions.Our book is designed to take you from the fundamentals of Power Query to advanced techniques, ensuring that you master this versatile tool. Whether you're working with data from a variety of sources, cleaning and transforming data for analysis, or automating data workflows, this book provides a step-by-step guide to tackle real-world data challenges with confidence.What You'll Discover:1. Power Query Fundamentals: We'll start with the basics, ensuring you have a solid understanding of Power Query's core concepts, user interface, and data transformation capabilities.2. Data Transformation Techniques: Learn how to clean and shape data from various sources, including Excel spreadsheets, databases, web services, and more. We'll guide you through common data cleaning and transformation tasks, equipping you with the skills to handle data of all shapes and sizes.3. Advanced Transformations: Dive into advanced data transformation techniques, including custom functions, conditional logic, and combining data from multiple sources. Unlock the full potential of Power Query to manipulate your data as needed.4. Automating Workflows: Discover how to automate data transformation workflows, saving time and reducing the risk of errors. We'll explore scripting, scheduling data refresh, and ensuring data reliability in a production environment.5. Specialized Use Cases: Explore how Power Query can be applied to specialized fields such as financial analysis, text and natural language processing, and more. Real-world examples and case studies demonstrate the practical applications of Power Query.6. Tips, Resources, and Community: We'll provide tips and resources to enhance your Power Query skills, and we'll guide you on staying updated with the latest developments. You'll also learn about the Power Query community and forums for ongoing support and knowledge sharing.This book is for both beginners looking to build a strong foundation and experienced users aiming to expand their expertise. With a blend of theoretical knowledge, practical examples, and hands-on exercises, you'll be well-equipped to tackle diverse data challenges in your professional and personal projects.Whether you're a data analyst, business intelligence professional, Excel user, or anyone passionate about working with data, "Power Query for Power BI and Excel: Transform and Shape Data" is your key to unlocking the full potential of your data.Get ready to transform your data and supercharge your data analysis capabilities. Let's dive in!