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A Beginner's Guide to Multilevel Image Thresholding

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Rajinikanth, Venkatesan
Otros Autores: Madhava Raja, Nadaradjane Sri, Dey, Nilanjan
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Milton : Taylor & Francis Group, 2020.
Colección:Intelligent Signal Processing and Data Analysis Ser.
Temas:
Acceso en línea:Texto completo

MARC

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040 |a EBLCP  |b eng  |c EBLCP  |d EBLCP  |d OCLCQ  |d REDDC  |d OCLCO 
020 |a 9781000228458 
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050 4 |a TA1638.4  |b .R355 2021 
082 0 4 |a 006.6  |q OCoLC  |2 23/eng/20231120 
049 |a UAMI 
100 1 |a Rajinikanth, Venkatesan. 
245 1 2 |a A Beginner's Guide to Multilevel Image Thresholding  |h [electronic resource]. 
260 |a Milton :  |b Taylor & Francis Group,  |c 2020. 
300 |a 1 online resource (119 p.). 
490 1 |a Intelligent Signal Processing and Data Analysis Ser. 
500 |a Description based upon print version of record. 
505 0 |a Cover -- Half Title -- Series Page -- Title Page -- Copyright Page -- Contents -- Preface -- Acknowledgements -- Author Biographies -- Chapter 1: Introduction -- 1.1. Introduction to Image Enhancement -- 1.2. Importance of Image Enhancement -- 1.3. Introduction to Enhancement Techniques -- 1.3.1. Artifact Removal -- 1.3.2. Filtering -- 1.3.3. Contrast Enrichment -- 1.3.4. Edge Detection -- 1.3.5. Thresholding -- 1.3.6. Smoothening -- 1.4. Recent Advancements -- 1.5. Need for Multilevel Thresholding -- 1.6. Implementation and Evaluation of Thresholding Process -- 1.7. Summary -- References 
505 8 |a Chapter 2: Thresholding Approaches -- 2.1. Need for Image Thresholding -- 2.2. Bilevel and Multilevel Threshold -- 2.3. Common Thresholding Methods -- 2.3.1. Otsu's Approach -- 2.3.2. Tsallis Approach -- 2.3.3. Fuzzy-tsallis entropy Approach -- 2.3.4. Shannon's Approach -- 2.3.5. Kapur's Approach -- 2.4. Selection of Thresholding Method -- 2.5. Implementation Issues -- 2.6. Summary -- References -- Chapter 3: Grayscale and RGB-Scale Image Examination -- 3.1. Image Selection -- 3.2. Grayscale and RGB-Scale Image -- 3.3. Complexity due to Image Dimension -- 3.4. Complexity due to Pixel Distribution 
505 8 |a 3.5. Implementation Steps -- 3.6. Summary -- References -- Chapter 4: Heuristic-Algorithm-Assisted Thresholding -- 4.1. Thresholding Methods -- 4.2. Limitations in Traditional Thresholding -- 4.3. Need for Heuristic Algorithm -- 4.4. Selection of Heuristic Algorithm -- 4.4.1. Particle Swarm Optimization -- 4.4.2. Bacterial Foraging Optimization -- 4.4.3. Firefly Algorithm -- 4.4.4. Bat Algorithm -- 4.4.5. Cuckoo Search -- 4.4.6. Social Group Optimization -- 4.5. Implementation Steps -- 4.6. Summary -- References -- Chapter 5: Objective Function and Image Quality Measures 
505 8 |a 5.1. Introduction to Implementation -- 5.2. Monitoring Parameter -- 5.2.1. Objective Function -- 5.2.2. Single and Multiple Objective Function -- 5.3. Assessment of Thresholding Process -- 5.4. Summary -- References -- Chapter 6: Assessment of Images with Constraints -- 6.1. Selection of Test Images -- 6.2. Abnormalities in Test Images -- 6.3. Test Image Stained with Noise -- 6.3.1. Gaussian Noise -- 6.3.2. Local variance Noise -- 6.3.3. Poisson Noise -- 6.3.4. Salt & pepper Noise -- 6.3.5. Speckle Noise -- 6.4. Impact of Noise in Thresholding Outcome -- 6.5. Summary -- References 
505 8 |a Chapter 7: Thresholding of Benchmark Images -- 7.1. Selection of Test Image -- 7.3. Selection of Objective Function -- 7.4. Assessment of Outcome and Comparison -- 7.5. Summary -- References -- Chapter 8: Thresholding of Biomedical Images -- 8.1. Need of Thresholding for Medical Images -- 8.2. Thresholding for MRI -- 8.3. Thresholding for Ultrasound Image -- 8.4. Thresholding for RGB-Scale Medical Images -- 8.5. Thresholding of Lung CT Scan Slice Infected With Covid-19 -- 8.6. Summary -- References -- Index 
590 |a ProQuest Ebook Central  |b Ebook Central Academic Complete 
650 0 |a Image segmentation. 
650 6 |a Segmentation d'image. 
700 1 |a Madhava Raja, Nadaradjane Sri. 
700 1 |a Dey, Nilanjan. 
776 0 8 |i Print version:  |a Rajinikanth, Venkatesan  |t A Beginner's Guide to Multilevel Image Thresholding  |d Milton : Taylor & Francis Group,c2020  |z 9780367503147 
830 0 |a Intelligent Signal Processing and Data Analysis Ser. 
856 4 0 |u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=6379045  |z Texto completo 
938 |a ProQuest Ebook Central  |b EBLB  |n EBL6379045 
994 |a 92  |b IZTAP