Screen LibraryIntelligent analysis of fundus images : methods and applications /
"This comprehensive compendium designs deep neural network models and systems for intelligent analysis of fundus imaging. In response to several blinding fundus diseases such as Retinopathy of Prematurity (ROP), Diabetic Retinopathy (DR) and Macular Edema (ME), different image acquisition devic...
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| Main Authors: | |
|---|---|
| Group Author: | ; |
| Published: |
World Scientific,
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| Publisher Address: | Singapore : |
| Publication Dates: | [2023] |
| Literature type: | Book |
| Language: | English |
| Series: |
Series on deep learning neural networks ;
volume 1 |
| Subjects: | |
| Summary: |
"This comprehensive compendium designs deep neural network models and systems for intelligent analysis of fundus imaging. In response to several blinding fundus diseases such as Retinopathy of Prematurity (ROP), Diabetic Retinopathy (DR) and Macular Edema (ME), different image acquisition devices and fundus image analysis tasks are elaborated. From the actual fundus disease analysis tasks, various deep neural network models and experimental results are constructed and analyzed. For each task, an actual system for clinical application is developed. This useful reference text provides theoretical and experimental reference basis for AI researchers, system engineers of intelligent medicine and ophthalmologists"-- |
| Carrier Form: | xvi, 231 pages : illustrations (some color), forms ; 24 cm. |
| Bibliography: | Includes bibliographical references (pages 215-228) and index. |
| ISBN: |
9789811270369 9811270368 |
| Index Number: | RE551 |
| CLC: | R774.104 |
| Call Number: | R774.104/C518 |
| Contents: | Automated Analysis for Retinopathy of Prematurity by Deep Neural Networks -- DeepROP : an Automated ROP Screening System -- Diagnosis of Diabetic Retinopathy Using Deep Neural Networks -- Automated Identification and Grading System of Diabetic Retinopathy Using Deep Neural Networks -- Automated segmentation of macular edema in OCT using deep neural networks -- DeepUWF : An Automated Ultra-wide-field Fundus Screening System via Deep Learning -- DeepUWF-Plus : Automatic Fundus Identification and Diagnosis System Based on Ultrawide-field Fundus Imaging. |