Screening for Diabetic Retinopathy Using Digital Non-mydriatic Fundus Photography and Automated Image Analysis

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ISBN 13 :
Total Pages : 100 pages
Book Rating : 4.:/5 (489 download)

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Book Synopsis Screening for Diabetic Retinopathy Using Digital Non-mydriatic Fundus Photography and Automated Image Analysis by : Anja Bech Hansen

Download or read book Screening for Diabetic Retinopathy Using Digital Non-mydriatic Fundus Photography and Automated Image Analysis written by Anja Bech Hansen and published by . This book was released on 2005 with total page 100 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Automated Image Detection of Retinal Pathology

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Publisher : CRC Press
ISBN 13 : 1420037005
Total Pages : 386 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Automated Image Detection of Retinal Pathology by : Herbert Jelinek

Download or read book Automated Image Detection of Retinal Pathology written by Herbert Jelinek and published by CRC Press. This book was released on 2009-10-09 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discusses the Effect of Automated Assessment Programs on Health Care ProvisionDiabetes is approaching pandemic numbers, and as an associated complication, diabetic retinopathy is also on the rise. Much about the computer-based diagnosis of this intricate illness has been discovered and proven effective in research labs. But, unfortunately, many of

Intelligence-Based Medicine

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Publisher : Academic Press
ISBN 13 : 0128233389
Total Pages : 549 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Intelligence-Based Medicine by : Anthony C. Chang

Download or read book Intelligence-Based Medicine written by Anthony C. Chang and published by Academic Press. This book was released on 2020-06-27 with total page 549 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intelligence-Based Medicine: Data Science, Artificial Intelligence, and Human Cognition in Clinical Medicine and Healthcare provides a multidisciplinary and comprehensive survey of artificial intelligence concepts and methodologies with real life applications in healthcare and medicine. Authored by a senior physician-data scientist, the book presents an intellectual and academic interface between the medical and the data science domains that is symmetric and balanced. The content consists of basic concepts of artificial intelligence and its real-life applications in a myriad of medical areas as well as medical and surgical subspecialties. It brings section summaries to emphasize key concepts delineated in each section; mini-topics authored by world-renowned experts in the respective key areas for their personal perspective; and a compendium of practical resources, such as glossary, references, best articles, and top companies. The goal of the book is to inspire clinicians to embrace the artificial intelligence methodologies as well as to educate data scientists about the medical ecosystem, in order to create a transformational paradigm for healthcare and medicine by using this emerging new technology. Covers a wide range of relevant topics from cloud computing, intelligent agents, to deep reinforcement learning and internet of everything Presents the concepts of artificial intelligence and its applications in an easy-to-understand format accessible to clinicians and data scientists Discusses how artificial intelligence can be utilized in a myriad of subspecialties and imagined of the future Delineates the necessary elements for successful implementation of artificial intelligence in medicine and healthcare

Digital Teleretinal Screening

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Publisher : Springer Science & Business Media
ISBN 13 : 3642258107
Total Pages : 233 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Digital Teleretinal Screening by : Kanagasingam Yogesan

Download or read book Digital Teleretinal Screening written by Kanagasingam Yogesan and published by Springer Science & Business Media. This book was released on 2012-03-28 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital retinal imaging performed by primary care providers and nurses, followed by remote image interpretation (teleretinal imaging), is rapidly acquiring a crucial role in many parts of the world as it permits the detection of major diseases, such as diabetic retinopathy and glaucoma, in patients who would otherwise be beyond the reach of a trained ophthalmologist. In this book, experts from around the world describe how digital teleretinal screening can be set up and optimally utilized. Technical issues are discussed, and the appropriate use of screening for different diseases and in different age groups is explained. The major part of the book draws upon the clinical experience of leading practitioners in a wide range of teleretinal applications. The result is a comprehensive source of high-quality information for clinicians and other health professionals who are involved in eye care delivery, so that they can assess how teleretinal screening might be applied to their working practice.

Computational Retinal Image Analysis

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Publisher : Academic Press
ISBN 13 : 0081028172
Total Pages : 506 pages
Book Rating : 4.0/5 (81 download)

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Book Synopsis Computational Retinal Image Analysis by : Emanuele Trucco

Download or read book Computational Retinal Image Analysis written by Emanuele Trucco and published by Academic Press. This book was released on 2019-11-19 with total page 506 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational Retinal Image Analysis: Tools, Applications and Perspectives gives an overview of contemporary retinal image analysis (RIA) in the context of healthcare informatics and artificial intelligence. Specifically, it provides a history of the field, the clinical motivation for RIA, technical foundations (image acquisition modalities, instruments), computational techniques for essential operations, lesion detection (e.g. optic disc in glaucoma, microaneurysms in diabetes) and validation, as well as insights into current investigations drawing from artificial intelligence and big data. This comprehensive reference is ideal for researchers and graduate students in retinal image analysis, computational ophthalmology, artificial intelligence, biomedical engineering, health informatics, and more. Provides a unique, well-structured and integrated overview of retinal image analysis Gives insights into future areas, such as large-scale screening programs, precision medicine, and computer-assisted eye care Includes plans and aspirations of companies and professional bodies

Digital Teleretinal Screening

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Publisher : Springer Science & Business Media
ISBN 13 : 3642258093
Total Pages : 233 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Digital Teleretinal Screening by : Kanagasingam Yogesan

Download or read book Digital Teleretinal Screening written by Kanagasingam Yogesan and published by Springer Science & Business Media. This book was released on 2012-04-23 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital retinal imaging performed by primary care providers and nurses, followed by remote image interpretation (teleretinal imaging), is rapidly acquiring a crucial role in many parts of the world as it permits the detection of major diseases, such as diabetic retinopathy and glaucoma, in patients who would otherwise be beyond the reach of a trained ophthalmologist. In this book, experts from around the world describe how digital teleretinal screening can be set up and optimally utilized. Technical issues are discussed, and the appropriate use of screening for different diseases and in different age groups is explained. The major part of the book draws upon the clinical experience of leading practitioners in a wide range of teleretinal applications. The result is a comprehensive source of high-quality information for clinicians and other health professionals who are involved in eye care delivery, so that they can assess how teleretinal screening might be applied to their working practice.

Techniques of Photographic Image Processing and Its Effect Upon Diagnostic Activity of Diabetic Retinopathy

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ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (456 download)

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Book Synopsis Techniques of Photographic Image Processing and Its Effect Upon Diagnostic Activity of Diabetic Retinopathy by : Helen Ann McGowan

Download or read book Techniques of Photographic Image Processing and Its Effect Upon Diagnostic Activity of Diabetic Retinopathy written by Helen Ann McGowan and published by . This book was released on 1990 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of this thesis is to research and illustrate the developments which have come about in the last five years in the area of non-mydriatic fundus photography and its impact upon diagnosis of diabetic retinopathy. The severity of diabetic retinopathy will be discussed as an introduction to the need for more time and cost efficient methods of diagnosis. The actual processing of non-mydriatic photographs will then be explained and photographically illustrated. Finally, the ultimate advantages of this system will be discussed. The goals of the research into photographic analysis are (1) to enable non-physician personnel to obtain reproducible fields and a high degree of usable photographs; (2) to make screening for retinopathy more cost effective by eliminating the need for complete opthalmologist's examinations every year; and (3) to implement the practice of non-mydriatic photograph interpretation by either (a) primary care physicians or (b) trained readers at a centralized reading center.

Prevention of Blindness from Diabetes Mellitus

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Publisher : World Health Organization
ISBN 13 : 924154712X
Total Pages : 49 pages
Book Rating : 4.2/5 (415 download)

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Book Synopsis Prevention of Blindness from Diabetes Mellitus by : World Health Organization

Download or read book Prevention of Blindness from Diabetes Mellitus written by World Health Organization and published by World Health Organization. This book was released on 2006 with total page 49 pages. Available in PDF, EPUB and Kindle. Book excerpt: Diabetes mellitus is an important public health problem worldwide, and more than 75% of patients who have had diabetes mellitus for more than 20 years will have some sort of retinopathy. Diabetic retinopathy correlates with the duration of diabetes; thus with increasing life expectancy, diabetic retinopathy and the ensuing blindness will tend to increase. In view of the increasing prevalence of diabetes mellitus and diabetic retinopathy throughout most of the world, a consultation on prevention of blindness from diabetes mellitus was convened by the World Health Organization to review the current status of diabetic retinopathy care and to define approaches to screening, early detection and management in populations in different settings. This publication reports on the findings of the consultation and provides recommendations and guidelines for the prevention and care of blindness from diabetes mellitus.

Automated Fundus Images Analysis Techniques to Screen Retinal Diseases in Diabetic Patients

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ISBN 13 :
Total Pages : 141 pages
Book Rating : 4.:/5 (81 download)

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Book Synopsis Automated Fundus Images Analysis Techniques to Screen Retinal Diseases in Diabetic Patients by : Luca Giancardo

Download or read book Automated Fundus Images Analysis Techniques to Screen Retinal Diseases in Diabetic Patients written by Luca Giancardo and published by . This book was released on 2011 with total page 141 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this Ph.D. thesis, we study new methods to analyse digital fundus images of diabetic patients. In particular, we concentrate on the development of the algorithmic components of an automatic screening system for diabetic retinopathy. The techniques developed can be categorized in: quality assessment and improvement, lesion segmentation and diagnosis. For the first category, we present a fast algorithm to numerically estimate the quality of a single image by employing vasculature and colour-based features; additionally, we show how it is possible to increase the image quality and remove reflection artefacts by merging information gathered in multiple fundus images (which are captured by changing the stare point of the patient). For the second category, two families of lesion are targeted: exudate and microaneurysms; two new algorithms which work on single fundus images are proposed and compared with existing techniques in order to prove their efficacy; in the microaneurysms case, a new Radon transform-based operator was developed. In the last diagnosis category, we have developed an algorithm that diagnoses diabetic retinopathy and diabetic macular edema based on the lesions segmented; starting from a single unseen image, our algorithm can generate a diabetic retinopathy and ma cular edema diagnosis in _22 seconds on a 1.6 GHz machine with 4 GB of RAM; additionally, we show the first results of a macular edema detection algorithm based on multiple fundus images, which can potentially identify the swelling of the macula even when no lesions are visible.

Diabetes and Retinopathy

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Publisher : Elsevier
ISBN 13 : 0128174390
Total Pages : 246 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Diabetes and Retinopathy by : Ayman S. El-Baz

Download or read book Diabetes and Retinopathy written by Ayman S. El-Baz and published by Elsevier. This book was released on 2020-05-12 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: Diabetes and Retinopathy brings together the multifaceted information about the research and clinical application from academic, clinical, bioengineering and bioinformatics perspectives. The editors bring together a stellar cast of authors to pull together this diverse and interesting field. Academic researchers, bioengineers, new investigators and students interested in diabetes and retinopathy need an authoritative reference to bring this multidisciplinary field together to reduce the amount of time spent on source-searching and more time on actual research and the clinical application. This reference depicts the current clinical understanding of DR as well as the many scientific advances in understanding this condition. Provides valuable information for academic clinicians, researchers, bioengineers and industry on diabetes and retinopathy Discusses the impact of diabetic retinopathy, a major cause of new-onset visual loss in all the industrialized nations Covers statistical classification techniques and risk stratification

Practical Retinal Photography and Digital Imaging Techniques

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Publisher :
ISBN 13 :
Total Pages : 244 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Practical Retinal Photography and Digital Imaging Techniques by : Marshall E. Tyler

Download or read book Practical Retinal Photography and Digital Imaging Techniques written by Marshall E. Tyler and published by . This book was released on 2003 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: Producing quality fundus photographs requires more than just a camera; it also calls for substantial knowledge and skill. Perfect for non-expert ophthalmic professionals, this new resource provides step-by-step guidance for producing high-quality retinal images. With over 225 full-colour illustrations, it covers every aspect of retinal, fundus, and digital imaging. Provides only "need to know" information omitting coverage pertinent only to certified retinal photographers. Explains how to produce sharp retinal photographs with a traditional or non-mydriatic camera. Describes how to effectively capture, process, and output digital images. Features hundreds of color illustrations, tables, and boxes that show how to proceed and demonstrate the difference that proper technique can make.

Handbook of Retinal Screening in Diabetes

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Publisher : John Wiley & Sons
ISBN 13 : 047002884X
Total Pages : 193 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Handbook of Retinal Screening in Diabetes by : Roy Taylor

Download or read book Handbook of Retinal Screening in Diabetes written by Roy Taylor and published by John Wiley & Sons. This book was released on 2006-03-30 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book, a successor to the highly popular Practical Guide toPolaroid Retinal Photography, describes the essentialcomponents of a retinopathy screening programme, including thecriteria for referral to an ophthalmologist, drawing upon theexperience of the Newcastle system over the last two decades andthe National Screening Committee Report upon Eye screening. It isfully illustrated, featuring a new set of 50 digital colourphotographs, showing the normal retina and problems associated withdiabetes, with explanatory text. "[T]he first concise textbook on retinal screening... wellstructured and written... provide[s] excellent background readingto those entering the new profession of retinal screening."PRACTICAL DIABETES INTERNATIONAL

Ryan's Retina

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Publisher : Elsevier Health Sciences
ISBN 13 : 0323722148
Total Pages : 2949 pages
Book Rating : 4.3/5 (237 download)

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Book Synopsis Ryan's Retina by : SriniVas R. Sadda

Download or read book Ryan's Retina written by SriniVas R. Sadda and published by Elsevier Health Sciences. This book was released on 2022-04-13 with total page 2949 pages. Available in PDF, EPUB and Kindle. Book excerpt: Through six outstanding and award-winning editions, Ryan’s Retina has offered unsurpassed coverage of this complex subspecialty—everything from basic science through the latest research, therapeutics, technology, and surgical techniques. The fully revised 7th Edition, edited by Drs. SriniVas R. Sadda, Andrew P. Schachat, Charles P. Wilkinson, David R. Hinton, Peter Wiedemann, K. Bailey Freund, and David Sarraf, continues the tradition of excellence, balancing the latest scientific research and clinical correlations and covering everything you need to know on retinal diagnosis, treatment, development, structure, function, and pathophysiology. More than 300 global contributors share their knowledge and expertise to create the most comprehensive reference available on retina today. Features sweeping content updates, including new insights into the fundamental pathogenic mechanisms of age-related macular degeneration, advances in imaging including OCT angiography and intraoperative OCT, new therapeutics for retinal vascular disease and AMD, novel immune-based therapies for uveitis, and the latest in instrumentation and techniques for vitreo-retinal surgery. Includes five new chapters covering Artificial Intelligence and Advanced Imaging Analysis, Pachychoroid Disease and Its Association with Polypoidal Choroidal Vasculopathy, Retinal Manifestations of Neurodegeneration, Microbiome and Retinal Disease, and OCT-Angiography. Includes more than 50 video clips (35 new to this edition) highlighting the latest surgical techniques, imaging guidance, and coverage of complications of vitreoretinal surgery. New videos cover Scleral Inlay for Recurrent Optic Nerve Pit Masculopathy, Trauma with Contact Lens, Recurrent Retinal Detachment due to PVR, Asteroid Hyalosis, and many more. Contains more than 2,000 high-quality images (700 new to this edition) including anatomical illustrations, clinical and surgical photographs, diagnostic imaging, decision trees, and graphs.

Artificial Intelligence in Ophthalmology

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Publisher : Springer Nature
ISBN 13 : 3030786013
Total Pages : 280 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Artificial Intelligence in Ophthalmology by : Andrzej Grzybowski

Download or read book Artificial Intelligence in Ophthalmology written by Andrzej Grzybowski and published by Springer Nature. This book was released on 2021-10-13 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a wide-ranging overview of artificial intelligence (AI), machine learning (ML) and deep learning (DL) algorithms in ophthalmology. Expertly written chapters examine AI in age-related macular degeneration, glaucoma, retinopathy of prematurity and diabetic retinopathy screening. AI perspectives, systems and limitations are all carefully assessed throughout the book as well as the technical aspects of DL systems for retinal diseases including the application of Google DeepMind, the Singapore algorithm, and the Johns Hopkins algorithm. Artificial Intelligence in Ophthalmology meets the need for a resource that reviews the benefits and pitfalls of AI, ML and DL in ophthalmology. Ophthalmologists, optometrists, eye-care workers, neurologists, cardiologists, internal medicine specialists, AI engineers and IT specialists with an interest in how AI can help with early diagnosis and monitoring treatment in ophthalmic patients will find this book to be an indispensable guide to an evolving area of healthcare technology.

Diabetes and Fundus OCT

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Publisher : Elsevier
ISBN 13 : 0128174412
Total Pages : 434 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Diabetes and Fundus OCT by : Ayman S. El-Baz

Download or read book Diabetes and Fundus OCT written by Ayman S. El-Baz and published by Elsevier. This book was released on 2020-04-02 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: Diabetes and Fundus OCT brings together a stellar cast of authors who review the computer-aided diagnostic (CAD) systems developed to diagnose non-proliferative diabetic retinopathy in an automated fashion using Fundus and OCTA images. Academic researchers, bioengineers, new investigators and students interested in diabetes and retinopathy need an authoritative reference to bring this multidisciplinary field together to help reduce the amount of time spent on source-searching and instead focus on actual research and the clinical application. This reference depicts the current clinical understanding of diabetic retinopathy, along with the many scientific advances in understanding this condition. As the role of optical coherence tomography (OCT) in the assessment and management of diabetic retinopathy has become significant in understanding the vireo retinal relationships and the internal architecture of the retina, this information is more critical than ever. Includes unique information for academic clinicians, researchers and bioengineers Provides insights needed to understand the imaging modalities involved, the unmet clinical need that is being addressed, and the engineering and technical approaches applied Brings together details on the retinal vasculature in diabetics as imaged by optical coherence tomography angiography and automated detection of retinal disease

Ryan's Retina E-Book

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Publisher : Elsevier Health Sciences
ISBN 13 : 0323401988
Total Pages : 2893 pages
Book Rating : 4.3/5 (234 download)

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Book Synopsis Ryan's Retina E-Book by : Charles P. Wilkinson

Download or read book Ryan's Retina E-Book written by Charles P. Wilkinson and published by Elsevier Health Sciences. This book was released on 2017-04-17 with total page 2893 pages. Available in PDF, EPUB and Kindle. Book excerpt: The undisputed gold standard text in the field, Ryan's Retina is your award-winning choice for the most current, authoritative information on new technologies, surgical approaches, scientific advances and diagnostic and therapeutic options for retinal diseases and disorders. Packed with timely updates throughout, new illustrations, and a dedicated team of editors who extend Dr. Ryan’s legacy in retina, this outstanding 6th Edition is a must-have reference for retinal specialists, ophthalmologists, and fellows in training. Offers the most comprehensive content available on retina, balancing the latest scientific research and clinical correlations, covering everything you need to know on retinal diagnosis, treatment, development, structure, function, and pathophysiology. Provides a truly global perspective from five highly esteemed section editors and more than 350 other world authorities from across Europe, Asia, Australasia, and the Americas. Bullets Includes new chapters on widefield imaging, intraoperative OCT imaging, medical management of diabetes mellitus and age-related macular degeneration, and senile retinoschisis. Includes more than 1,150 brand-new illustrations, scans, and photographs throughout. Covers the explosion of new imaging options across optical coherence tomography (OCT), fundus imaging, and autofluorescence imaging, including a greatly expanded OCT imaging chapter that features crucial information on OCT-Angiography (OCT-A). Presents new pharmacotherapy data and the latest approaches in anti-VEGF therapy for age-related macular degeneration, diabetic retinopathy, and venous occlusive disease. Features an expanded online video library highlighting the latest surgical techniques and new coverage of complications of vitreoretinal surgery. Contains thorough content updates in every area of retina, including advanced imaging technologies, gene therapy, inflammation and immune responses, white dot syndromes, epigenetic mechanisms, transplantation frontiers to improve retinal function, macular hole, myopic eye disease, ocular trauma, drug delivery to the posterior segment, advances in macular surgery, vitrectomy and complex retinal detachment, tumors, and retinal genetics and biology. Expert ConsultTM eBook version included with purchase. This enhanced eBook experience allows you to search all of the text, figures, Q&As, and references from the book on a variety of devices.

Quality Assessment of Retinal Fundus Images Using Elliptical Local Vessel Density

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (727 download)

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Book Synopsis Quality Assessment of Retinal Fundus Images Using Elliptical Local Vessel Density by :

Download or read book Quality Assessment of Retinal Fundus Images Using Elliptical Local Vessel Density written by and published by . This book was released on 2010 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Diabetic retinopathy is the leading cause of blindness in the Western world. The World Health Organisation estimates that 135 million people have diabetes mellitus worldwide and that the number of people with diabetes will increase to 300 million by the year 2025 (Amos et al., 1997). Timely detection and treatment for DR prevents severe visual loss in more than 50% of the patients (ETDRS, 1991). Through computer simulations is possible to demonstrate that prevention and treatment are relatively inexpensive if compared to the health care and rehabilitation costs incurred by visual loss or blindness (Javitt et al., 1994). The shortage of ophthalmologists and the continuous increase of the diabetic population limits the screening capability for effective timing of sight-saving treatment of typical manual methods. Therefore, an automatic or semi-automatic system able to detect various type of retinopathy is a vital necessity to save many sight-years in the population. According to Luzio et al. (2004) the preferred way to detect diseases such as diabetic retinopathy is digital fundus camera imaging. This allows the image to be enhanced, stored and retrieved more easily than film. In addition, images may be transferred electronically to other sites where a retinal specialist or an automated system can detect or diagnose disease while the patient remains at a remote location. Various systems for automatic or semi-automatic detection of retinopathy with fundus images have been developed. The results obtained are promising but the initial image quality is a limiting factor (Patton et al., 2006); this is especially true if the machine operator is not a trained photographer. Algorithms to correct the illumination or increase the vessel contrast exist (Chen & Tian, 2008; Foracchia et al., 2005; Grisan et al., 2006;Wang et al., 2001), however they cannot restore an image beyond a certain level of quality degradation. On the other hand, an accurate quality assessment algorithm can allow operators to avoid poor images by simply re-taking the fundus image, eliminating the need for correction algorithms. In addition, a quality metric would permit the automatic submission of only the best images if many are available. The measurement of a precise image quality index is not a straightforward task, mainly because quality is a subjective concept which varies even between experts, especially for images that are in the middle of the quality scale. In addition, image quality is dependent upon the type of diagnosis being made. For example, an image with dark regions might be considered of good quality for detecting glaucoma but of bad quality for detecting diabetic retinopathy. For this reason, we decided to define quality as the 'characteristics of an image that allow the retinopathy diagnosis by a human or software expert'. Fig. 1 shows some examples of macula centred fundus images whose quality is very likely to be judged as poor by many ophthalmologists. The reasons for this vary. They can be related to the camera settings like exposure or focal plane error (Fig. 1.(a, e, f)), the camera condition like a dirty or shuttered lens (Fig. 1.(d, h)), the movements of the patient which might blur the image (Fig. 1.(c)) or if the patient is not in the field of view of the camera (Fig. 1.(g)). We define an outlier as any image that is not a retina image which could be submitted to the screening system by mistake. Existing algorithms to estimate the image quality are based on the length of visible vessels in the macula region (Fleming et al., 2006), or edges and luminosity with respect to a reference image (Lalonde et al., 2001; Lee & Wang, 1999). Another method uses an unsupervised classifier that employs multi-scale filterbanks responses (Niemeijer et al., 2006). The shortcomings of these methods are either the fact that they do not take into account the natural variance encountered in retinal images or that they require a considerable time to produce a result. Additionally, none of the algorithms in the literature that we surveyed generate a 'quality measure'. Authors tend to split the quality levels into distinct classes and to classify images in particular ones. This approach is not really flexible and is error prone. In fact human experts are likely to disagree if many categories of image quality are used. Therefore, we think that a normalized 'quality measure' from 0 to 1 is the ideal way to approach the classification problem. Processing speed is another aspect to be taken into consideration. While algorithms to assess the disease state of the retina do not need to be particularly fast (within reason), the time response of the quality evaluation method is key towards the development of an automatic retinopathy screening system.