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Taschenbuch. Condition: Neu. Cybersecurity, IoT, Data Science and Digital Forensics | First International Conference, CIDDF 2025, The Woodlands, TX, USA, October 2-4, 2025, Proceedings | van Vung Pham (u. a.) | Taschenbuch | Advances in Computer Science Applications and Research | x | Englisch | 2026 | Springer | EAN 9783032194879 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.
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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Explore Detectron2 using cutting-edge models and learn all about implementing future computer vision applications in custom domainsPurchase of the print or Kindle book includes a free PDF Elektronisches BuchKey Features: Learn how to tackle common computer vision tasks in modern businesses with Detectron2 Leverage Detectron2 performance tuning techniques to control the model's finest details Deploy Detectron2 models into production and develop Detectron2 models for mobile devicesBook Description:Computer vision is a crucial component of many modern businesses, including automobiles, robotics, and manufacturing, and its market is growing rapidly. This book helps you explore Detectron2, Facebook's next-gen library providing cutting-edge detection and segmentation algorithms. It's used in research and practical projects at Facebook to support computer vision tasks, and its models can be exported to TorchScript or ONNX for deployment.The book provides you with step-by-step guidance on using existing models in Detectron2 for computer vision tasks (object detection, instance segmentation, key-point detection, semantic detection, and panoptic segmentation). You'll get to grips with the theories and visualizations of Detectron2's architecture and learn how each module in Detectron2 works. As you advance, you'll build your practical skills by working on two real-life projects (preparing data, training models, fine-tuning models, and deployments) for object detection and instance segmentation tasks using Detectron2. Finally, you'll deploy Detectron2 models into production and develop Detectron2 applications for mobile devices.By the end of this deep learning book, you'll have gained sound theoretical knowledge and useful hands-on skills to help you solve advanced computer vision tasks using Detectron2.What You Will Learn: Build computer vision applications using existing models in Detectron2 Grasp the concepts underlying Detectron2's architecture and components Develop real-life projects for object detection and object segmentation using Detectron2 Improve model accuracy using Detectron2's performance-tuning techniques Deploy Detectron2 models into server environments with ease Develop and deploy Detectron2 models into browser and mobile environmentsWho this book is for:If you are a deep learning application developer, researcher, or software developer with some prior knowledge about deep learning, this book is for you to get started and develop deep learning models for computer vision applications. Even if you are an expert in computer vision and curious about the features of Detectron2, or you would like to learn some cutting-edge deep learning design patterns, you will find this book helpful. Some HTML, Android, and C++ programming skills are advantageous if you want to deploy computer vision applications using these platforms.Table of Contents An Introduction to Detectron2 and Computer Vision Tasks Developing Computer Vision Applications Using Existing Detectron2 Models Data Preparation for Object Detection Applications The Architecture of the Object Detection Model in Detectron2 Training Custom Object Detection Models Inspecting Training Results and Fine-Tuning Detectron2's Solver Fine-Tuning Object Detection Models Image Data Augmentation Techniques Applying Train-Time and Test-Time Image Augmentations Training Instance Segmentation Models Fine-Tuning Instance Segmentation Models Deploying Detectron2 Models into Server Environments Deploying Detectron2 models into Browsers and Mobile Environments.
Taschenbuch. Condition: Neu. Hands-On Computer Vision with Detectron2 | Develop object detection and segmentation models with a code and visualization approach | van Vung Pham | Taschenbuch | Englisch | 2023 | Packt Publishing | EAN 9781800561625 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu Print on Demand.
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Published by Springer Nature Switzerland AG Mai 2026, 2026
ISBN 10: 3032194873 ISBN 13: 9783032194879
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book constitutes the refereed proceedings of the first International Conference on Cybersecurity, IoT, Data Science and Digital Forensics, CIDDF 2025, held in The Woodlands, Texas, USA, during October 2 4, 2025.The 13 full papers and one short paper included in this book were carefully reviewed and selected from 29 submissions. These papers focused on topics such as digital forensics and security analytics; the use of data science, machine learning, and visualization for security and forensic analysis; multimodal AI and intelligent systems; and IoT and system security. 231 pp. Englisch.