Camera Image Quality Benchmarking

Camera Image Quality Benchmarking PDF Author: Jonathan B. Phillips
Publisher: John Wiley & Sons
ISBN: 1119054494
Category : Technology & Engineering
Languages : en
Pages : 406

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Book Description
The essential guide to the entire process behind performing a complete characterization and benchmarking of cameras through image quality analysis Camera Image Quality Benchmarking contains the basic information and approaches for the use of subjectively correlated image quality metrics and outlines a framework for camera benchmarking. The authors show how to quantitatively compare image quality of cameras used for consumer photography. This book helps to fill a void in the literature by detailing the types of objective and subjective metrics that are fundamental to benchmarking still and video imaging devices. Specifically, the book provides an explanation of individual image quality attributes and how they manifest themselves to camera components and explores the key photographic still and video image quality metrics. The text also includes illustrative examples of benchmarking methods so that the practitioner can design a methodology appropriate to the photographic usage in consideration. The authors outline the various techniques used to correlate the measurement results from the objective methods with subjective results. The text also contains a detailed description on how to set up an image quality characterization lab, with examples where the methodological benchmarking approach described has been implemented successfully. This vital resource: Explains in detail the entire process behind performing a complete characterization and benchmarking of cameras through image quality analysis Provides best practice measurement protocols and methodologies, so readers can develop and define their own camera benchmarking system to industry standards Includes many photographic images and diagrammatical illustrations to clearly convey image quality concepts Champions benchmarking approaches that value the importance of perceptually correlated image quality metrics Written for image scientists, engineers, or managers involved in image quality and evaluating camera performance, Camera Image Quality Benchmarking combines knowledge from many different engineering fields, correlating objective (perception-independent) image quality with subjective (perception-dependent) image quality metrics.

Camera Image Quality Benchmarking

Camera Image Quality Benchmarking PDF Author: Jonathan B. Phillips
Publisher: John Wiley & Sons
ISBN: 1119054494
Category : Technology & Engineering
Languages : en
Pages : 406

Get Book Here

Book Description
The essential guide to the entire process behind performing a complete characterization and benchmarking of cameras through image quality analysis Camera Image Quality Benchmarking contains the basic information and approaches for the use of subjectively correlated image quality metrics and outlines a framework for camera benchmarking. The authors show how to quantitatively compare image quality of cameras used for consumer photography. This book helps to fill a void in the literature by detailing the types of objective and subjective metrics that are fundamental to benchmarking still and video imaging devices. Specifically, the book provides an explanation of individual image quality attributes and how they manifest themselves to camera components and explores the key photographic still and video image quality metrics. The text also includes illustrative examples of benchmarking methods so that the practitioner can design a methodology appropriate to the photographic usage in consideration. The authors outline the various techniques used to correlate the measurement results from the objective methods with subjective results. The text also contains a detailed description on how to set up an image quality characterization lab, with examples where the methodological benchmarking approach described has been implemented successfully. This vital resource: Explains in detail the entire process behind performing a complete characterization and benchmarking of cameras through image quality analysis Provides best practice measurement protocols and methodologies, so readers can develop and define their own camera benchmarking system to industry standards Includes many photographic images and diagrammatical illustrations to clearly convey image quality concepts Champions benchmarking approaches that value the importance of perceptually correlated image quality metrics Written for image scientists, engineers, or managers involved in image quality and evaluating camera performance, Camera Image Quality Benchmarking combines knowledge from many different engineering fields, correlating objective (perception-independent) image quality with subjective (perception-dependent) image quality metrics.

Camera Image Quality Benchmarking

Camera Image Quality Benchmarking PDF Author: Jonathan B. Phillips
Publisher:
ISBN: 9781523115433
Category : Image processing
Languages : en
Pages : 368

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Book Description


Modern Image Quality Assessment

Modern Image Quality Assessment PDF Author: Zhou Wang
Publisher: Springer Nature
ISBN: 3031022386
Category : Technology & Engineering
Languages : en
Pages : 146

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Book Description
This Lecture book is about objective image quality assessment—where the aim is to provide computational models that can automatically predict perceptual image quality. The early years of the 21st century have witnessed a tremendous growth in the use of digital images as a means for representing and communicating information. A considerable percentage of this literature is devoted to methods for improving the appearance of images, or for maintaining the appearance of images that are processed. Nevertheless, the quality of digital images, processed or otherwise, is rarely perfect. Images are subject to distortions during acquisition, compression, transmission, processing, and reproduction. To maintain, control, and enhance the quality of images, it is important for image acquisition, management, communication, and processing systems to be able to identify and quantify image quality degradations. The goals of this book are as follows; a) to introduce the fundamentals of image quality assessment, and to explain the relevant engineering problems, b) to give a broad treatment of the current state-of-the-art in image quality assessment, by describing leading algorithms that address these engineering problems, and c) to provide new directions for future research, by introducing recent models and paradigms that significantly differ from those used in the past. The book is written to be accessible to university students curious about the state-of-the-art of image quality assessment, expert industrial R&D engineers seeking to implement image/video quality assessment systems for specific applications, and academic theorists interested in developing new algorithms for image quality assessment or using existing algorithms to design or optimize other image processing applications.

IETE Technical Review

IETE Technical Review PDF Author:
Publisher:
ISBN:
Category : Electronics
Languages : en
Pages : 546

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Book Description


Digital Image Forensics

Digital Image Forensics PDF Author: Husrev Taha Sencar
Publisher: Springer Science & Business Media
ISBN: 1461407575
Category : Technology & Engineering
Languages : en
Pages : 369

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Book Description
Photographic imagery has come a long way from the pinhole cameras of the nineteenth century. Digital imagery, and its applications, develops in tandem with contemporary society’s sophisticated literacy of this subtle medium. This book examines the ways in which digital images have become ever more ubiquitous as legal and medical evidence, just as they have become our primary source of news and have replaced paper-based financial documentation. Crucially, the contributions also analyze the very profound problems which have arisen alongside the digital image, issues of veracity and progeny that demand systematic and detailed response: It looks real, but is it? What camera captured it? Has it been doctored or subtly altered? Attempting to provide answers to these slippery issues, the book covers how digital images are created, processed and stored before moving on to set out the latest techniques for forensically examining images, and finally addressing practical issues such as courtroom admissibility. In an environment where even novice users can alter digital media, this authoritative publication will do much so stabilize public trust in these real, yet vastly flexible, images of the world around us.

Digital Imaging for Photographic Collections

Digital Imaging for Photographic Collections PDF Author: Franziska S. Frey
Publisher:
ISBN:
Category : Archival materials
Languages : en
Pages : 60

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Book Description


Practical Deep Learning for Cloud, Mobile, and Edge

Practical Deep Learning for Cloud, Mobile, and Edge PDF Author: Anirudh Koul
Publisher: "O'Reilly Media, Inc."
ISBN: 1492034819
Category : Computers
Languages : en
Pages : 585

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Book Description
Whether you’re a software engineer aspiring to enter the world of deep learning, a veteran data scientist, or a hobbyist with a simple dream of making the next viral AI app, you might have wondered where to begin. This step-by-step guide teaches you how to build practical deep learning applications for the cloud, mobile, browsers, and edge devices using a hands-on approach. Relying on years of industry experience transforming deep learning research into award-winning applications, Anirudh Koul, Siddha Ganju, and Meher Kasam guide you through the process of converting an idea into something that people in the real world can use. Train, tune, and deploy computer vision models with Keras, TensorFlow, Core ML, and TensorFlow Lite Develop AI for a range of devices including Raspberry Pi, Jetson Nano, and Google Coral Explore fun projects, from Silicon Valley’s Not Hotdog app to 40+ industry case studies Simulate an autonomous car in a video game environment and build a miniature version with reinforcement learning Use transfer learning to train models in minutes Discover 50+ practical tips for maximizing model accuracy and speed, debugging, and scaling to millions of users

Forestry Applications of Airborne Laser Scanning

Forestry Applications of Airborne Laser Scanning PDF Author: Matti Maltamo
Publisher: Springer Science & Business Media
ISBN: 9401786631
Category : Technology & Engineering
Languages : en
Pages : 460

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Book Description
Airborne laser scanning (ALS) has emerged as one of the most promising remote sensing technologies to provide data for research and operational applications in a wide range of disciplines related to management of forest ecosystems. This book provides a comprehensive, state-of-the-art review of the research and application of ALS in a broad range of forest-related disciplines, especially forest inventory and forest ecology. However, this book is more than just a collection of individual contributions – it consists of a well-composed blend of chapters dealing with fundamental methodological issues and contributions reviewing and illustrating the use of ALS within various domains of application. The reviews provide a comprehensive and unique overview of recent research and applications that researchers, students and practitioners in forest remote sensing and forest ecosystem assessment should consider as a useful reference text.

Color Atlas of Skeletal Landmark Definitions E-Book

Color Atlas of Skeletal Landmark Definitions E-Book PDF Author: Serge van Sint Jan
Publisher: Elsevier Health Sciences
ISBN: 1455725196
Category : Medical
Languages : en
Pages : 188

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Book Description
This book covers most skeletal landmarks that are palpable through manual palpation and virtual palpation (i.e., using 3D models generated from medical imaging). Each chapter focuses on a particular bone or segment and includes: a general anatomical presentation of the bone SL (using images showing real specimens and 3D bone models); very detailed descriptions of skeletal landmarks using manual palpation and virtual palpation. These definitions have been written in order to be reproducible. Each section includes detailed descriptions of all palpable skeletal landmarks for the current bone. Each landmark is described on one page. Also each landmark page is labelled by a unique acronym. The latter should be used for further data exchange and programming in order to guarantee that no redundant label exists. - Full colour, over 500 full colour images - Each bone is described in a separate section, making referencing easy - Multidisciplinary approach

Motion Deblurring

Motion Deblurring PDF Author: A. N. Rajagopalan
Publisher: Cambridge University Press
ISBN: 1107044367
Category : Computers
Languages : en
Pages : 309

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Book Description
Comprehensive guide to the restoration of images degraded by motion blur, encompassing algorithms and architectures, with novel computational photography methods.