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Diabetes and fundus OCT /

Detalles Bibliográficos
Clasificación:Libro Electrónico
Otros Autores: El-Baz, Ayman S., Suri, Jasjit S.
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam : Elsevier, 2020.
Colección:Computer-assisted diagnosis ; v. 1
Temas:
Acceso en línea:Texto completo

MARC

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245 0 0 |a Diabetes and fundus OCT /  |c edited by Ayman S. El-Baz and Jasjit S. Suri. 
260 |a Amsterdam :  |b Elsevier,  |c 2020. 
300 |a 1 online resource 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
490 0 |a Computer-assisted diagnosis ;  |v v. 1 
500 |a Includes index. 
588 0 |a Print version record. 
505 0 |a Intro -- Diabetes and Fundus OCT -- Copyright -- Contents -- Contributors -- Chapter 1: Computer-aided diagnosis system based on a comprehensive local features analysis for early diabetic retinopath ... -- 1. Introduction -- 2. Materials and methods -- 2.1. Contrast enhancement and noise elimination -- 2.2. Vessel segmentation -- 2.3. Local feature extraction and diagnosis -- 2.3.1. Blood vessel density estimation -- 2.3.2. Retinal blood vessel caliber -- 2.3.3. Width of the FAZ -- 2.3.4. Bifurcation points -- 2.4. Mild DR diagnosis -- 3. Experimental results -- 4. Conclusions -- References 
505 8 |a Chapter 2: Deep learning approach for classification of eye diseases based on color fundus images -- 1. Introduction -- 2. Deep learning -- 2.1. Convolutional neural network -- 3. Fundus imaging -- 3.1. Image acquisition -- 3.2. Main vascular abnormalities -- 3.2.1. Tortuosity -- 3.2.2. Generalized arteriolar narrowing -- 3.2.3. Focal arteriolar narrowing -- 3.2.4. Bifurcations abnormalities -- 3.2.5. Crossing abnormalities -- 3.3. Main nonvascular -- 3.3.1. Microaneurysms and red dots -- 3.3.2. Hemorrhages -- 3.3.3. Hard exudates -- 3.3.4. Cotton wool spots -- 3.4. Hypertensive retinopathy 
505 8 |a 3.5. Diabetic retinopathy -- 4. Research method -- 4.1. Research framework -- 4.2. Dataset -- 4.3. Preprocessing -- 4.4. Classifier configuration -- 4.5. Model training and cross validation -- 4.6. Experiment result -- 4.7. Conclusion -- References -- Further reading -- Chapter 3: Fundus retinal image analyses for screening and diagnosing diabetic retinopathy, macular edema, and glaucoma d ... -- 1. Introduction -- 2. A brief history of fundus retinal imaging -- 3. Public retinal image databases -- 4. Automatic retinal image analysis -- 4.1. Performance metrics used in ARIA 
505 8 |a 4.2. Retinal vessel segmentation -- 4.3. Optic disc (or ONH), macula and fovea: Detection and segmentation -- 5. Macular edema and DR classification using fundus image -- 5.1. Detection of microaneurysms and hemorrhage -- 5.2. Detection of exudates -- 5.3. Automatic classification of DR and DME severity levels -- 6. Glaucoma classification using ARIA -- 7. Future trends in fundus retinal imaging -- 8. Conclusion -- References -- Chapter 4: Mobile phone-based diabetic retinopathy detection system -- 1. Introduction -- 1.1. Causes of diabetic retinopathy -- 1.2. Types of diabetic retinopathy 
505 8 |a 2. Related works -- 3. Proposed system -- 3.1. Artificial neural networks -- 3.2. Discrete wavelet transform -- 3.3. Smartphone as an ophthalmoscope -- 3.4. Software requirement and description -- 3.5. Algorithm and flow chart -- 4. Experimental results -- 5. Conclusion -- References -- Chapter 5: Computer-aided diagnosis of age-related macular degeneration by OCT, fundus image analysis -- 1. Introduction -- 1.1. Risk factors -- 1.2. Symptoms of macular degeneration -- 1.2.1. Macular degeneration diagnosis, treatment, and prevention -- 1.3. Diagnosis -- 1.4. AMD treatment 
650 0 |a Diabetic retinopathy  |x Diagnosis. 
650 0 |a Retina  |x Tomography. 
650 6 |a R�etine  |0 (CaQQLa)201-0014677  |x Tomographie.  |0 (CaQQLa)201-0379836 
650 7 |a Diabetic retinopathy  |x Diagnosis.  |2 fast  |0 (OCoLC)fst00892232 
700 1 |a El-Baz, Ayman S. 
700 1 |a Suri, Jasjit S. 
776 0 8 |i Print version:  |z 9780128174418 
776 0 8 |i Print version:  |t Diabetes and fundus OCT.  |d Amsterdam : Elsevier, 2020  |z 0128174404  |z 9780128174401  |w (OCoLC)1111971925 
856 4 0 |u https://sciencedirect.uam.elogim.com/science/book/9780128174401  |z Texto completo