A Beginner’s Guide to Multilevel Image Thresholding: Intelligent Signal Processing and Data Analysis
Autor Venkatesan Rajinikanth, Nadaradjane Sri Madhava Raja, Nilanjan Deyen Limba Engleză Hardback – 20 noi 2020
- Explains basic concepts and the implementation of Image Multi-Level Thresholding (grayscale and RGB images)
- Presents a detailed evaluation in real-time application, including the need for heuristic algorithm, the choice of objective and threshold function, and the evaluation of the outcome
- Describes how the image thresholding acts as a pre-processing technique and how the region of interest in a medical image is enhanced with thresholding
- Illustrates integration of the thresholding technique with bio-inspired algorithms
- Includes current findings and future directions of image multi-level thresholding and its practical implementation
- Emphasizes the need for multi-level thresholding with suitable examples
The book is aimed at graduate students and researchers in image processing, electronics engineering, computer sciences and engineering.
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Specificații
ISBN-13: 9780367503147
ISBN-10: 036750314X
Pagini: 118
Ilustrații: 12 Tables, black and white; 66 Illustrations, black and white
Dimensiuni: 156 x 234 x 13 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Seria Intelligent Signal Processing and Data Analysis
Locul publicării:Boca Raton, United States
ISBN-10: 036750314X
Pagini: 118
Ilustrații: 12 Tables, black and white; 66 Illustrations, black and white
Dimensiuni: 156 x 234 x 13 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Seria Intelligent Signal Processing and Data Analysis
Locul publicării:Boca Raton, United States
Public țintă
AcademicCuprins
1. Introduction 2. Thresholding Approaches 3. Grayscale and RGB-scale Image Examination 4. Heuristic Algorithm Assisted Thresholding 5. Objective Function and Image Quality Measures 6. Assessment of Images with Constraints 7. Thresholding of Benchmark Images 8. Thresholding of Biomedical Images 9. Thresholding of Plant-Weed images 10. Conclusion
Descriere
This book emphasizes various image thresholding methods that are necessary for image pre-processing and initial level enhancement. It presents a detailed evaluation, such as choosing the threshold function, need for the heuristic algorithm, choice of objective function, and evaluation of the outcome along with real-time applications in detail.