Computer Science & Information Management

AAP Series on Digital Signal Processing, Computer Vision and Image Processing

Computational Imaging and Analytics in Biomedical Engineering
Algorithms and Applications

Editors: T. R. Ganesh Babu, PhD
U. Saravanakumar, PhD
Balachandra Pattanaik, PhD

Computational Imaging and Analytics in Biomedical Engineering

Now on Press
Pub Date: July 2024
Hardback Price:
Hard ISBN: 9781774914717
E-Book ISBN: 9781032669687
Pages: 356pp w/index
Binding Type: Hardback / ebook
Series: AAP Series on Digital Signal Processing, Computer Vision and Image Processing
Notes: 9 color, 148 b/w Illustrations

Computational Imaging and Analytics in Biomedical Engineering: Algorithms and Applications focuses on mathematical and numerical methods for medical images and data. The book presents the various mathematical modeling techniques, numerical analysis, computing and computational techniques, and applications of machine learning for medical images and medical informatics. It also focuses on programming concepts using MATLAB and Phython for medical image and signal analytics.

The volume demonstrates the use of various computational techniques and tools such as machine learning, deep neural networks, artificial intelligence and human-computer interaction, fusion methods for CT and pet images, etc. for diagnosis of brain disorders, cervical cancer, lung disease, melanoma, atrial fibrillation and other circulatory issues, dental images, diabetes, and other medical issues.

Key features:

  • Addresses the various common challenges related to biomedical image analysis
  • Presents a variety of mathematical models for medical images
  • Discusses applications of algorithms on medical images for various medical issuses
  • Describes the development of intelligent computing machines such as embedded systems
  • Explores the programming techniques using MATLAB and Phython for biomedical applications
This book presents a plethora of uses of algorithms and applications in computational imaging and analytics for the medical/health field. It will serve as a resource on recent advances and trends in the field of computational imaging, where computation is playing a dominant role in imaging systems.

CONTENTS:
Preface

1. Statistical Analysis of Seizure Data to Support Clinical Proceedings
Jayanthi Vajiram, Sivakumar Shanmugasundaram, and Syed Khasim

2. Spatial Preprocessing in Segmentation of Brain MRI Using T1 and T2 Images
S. Jacily Jemila and A. Brintha Therese

3. Comparative Volume Analysis of Pediatric Brain with Adult Brain Using T1 MRI Images
S. Jacily Jemila and A. Brintha Therese

4. Comparison of Region of Interest and Cortical Area Thickness of Seizure and Hemosiderin-Affected Brain Images
Vajiram Jayanthi, Shanmugasundaram Sivakumar, and C. Vijayakumaran

5. Design and Analysis of Classifier for Atrial Fibrillation and Deep Neural Networks with ECG
M. Sivakumar, S. Omkumar, B. Apputhamary, and Yohannes Bekuma Bakare

6. Design and Analysis of Efficient Short-Time Fourier Transform-Based Feature Extraction for Removing EOG Artifacts Using Deep Learning Regression
M. Sivakumar, K. Umapathy, and S. Punitha

7. Machine Learning for Medical Images
N. Gopinath, M. Suresh Anand, and M. V. Ishwarya

8. Innovations in Artificial Intelligence and Human-Computer Interaction in the Digital Era
Ishwaryam V., Sureshanand M., Kumaresan A., and N. Gopinath

9. Computer-Aided Automatic Detection and Diagnosis of Cervical Cancer by Using Feature Markers
P. Sukumar, R. Murugasami, A. Rajan, and S. Sharmila

10. A Study on Sentiment Analysis
M. Moorthy, Yohannes Bekuma Bakare, and Balachandra Pattanaik

11. Applications of Magnetic Resonance Imaging Techniques and Their Advancements
V. Rameshbabu, S. Mary Cynthia, K. Savima, and G. Lakshmi Vara Prasad

12. A Hybrid-Clustering Approach for Medical Image Segmentation
M.Malathi, K. Sekar, Mahendrakan K., and P. Sinthia

13. Approaches for Analyzing Dental Images with Medical Image Processing with Statistics
G. Balanagireddy, P. Subramanian, J. Martin Sahayaraj, and S. Muthukumar

14. An Investigation on Diabetes Using Multi-Layer Perceptron
J. Surendharan, A. Karunamurthy, R. Praveena, and K. Shebagadevi

15. Dermoscopic Implementation and Classification on Melanoma Disease Using Gradient Boost Classifier
B. Balakumar, K. Sakthi Murugan, N. Sureshkumar, and A. Purushothaman

16. Image Processing and Deep Learning Techniques for Lung Disease Segmentation Using the KNN Classifier
G. Soniya Priyatharsini, N. Naveenkumar, Balachandra Pattanaik, and M. Kumarasamy

17. Design Detecting and Classifying Melanoma Skin Cancer Using CNN with K Means Clustering
R. Sumathi and Sridhar P. Arjunan

18. Detection of Lung Cancer Using Fusion Methods for CT and PET Images
V. Ramesh Babu, G. Gunasekaran, Sreenithi R.

19. A Framework Promoting Position Trust Evaluation System in Cloud Environment
S. R. Sridhar, S. Pragadeeswaran, M. Ganthimathi

20. Machine Learning for Medical Images
Gururama Senthilvel P., K. Sampath Kumar, T. Ganesh Kumar

Index


About the Authors / Editors:
Editors: T. R. Ganesh Babu, PhD
Professor, Department of Electronics and Communication Engineering,Muthayammal Engineering College (Autonomous), Rasipuram, Namakkal District, India

T. R. Ganesh Babu, PhD, is Professor in the Department of Electronics and Communication Engineering at Muthayammal Engineering College (Autonomous), Rasipuram, Namakkal District, India. He has over 25 years of teaching experience at various engineering colleges across India. He received his PhD from Anna University, Chennai, India, in the field of Medical Image Processing. He has over 118 research publications in international and national journals, conferences, books, and book chapters. He has authored six engineering books on topics such as communication engineering, linear integrated circuits, digital communication, digital image processing, control systems, and FAQs in analog and digital signals. He has published three edited books as a chief editor under Dipti Press and one book from IGI Global. He has to his credit one patent granted and has filed nine more patents. He has already guided 10 research scholars and has seven more at Anna University. He is a reviewer for journals from Springer, Elsevier, and Inderscience. Dr. Babu received a distinguish faculty award from Venus International Foundation, Chennai, India.

U. Saravanakumar, PhD
Professor and Head, Department of Electrical and Computer Engineering, Muthayammal Engineering College, Namakkal, India

U. Saravanakumar, PhD, is Professor and Head of Electronics and Communication Engineering at Muthayammal Engineering College (Autonomous), Namakkal, India. He graduated in Electronics and Communication Engineering from Anna University, Chennai; received his master’s degree in VLSI Design from Anna University, Chennai, India; and earned his PhD at the Faculty of Information and Communication Engineering, specializing in VLSI Design and On Chip Communication, from Anna University. His research interests are in the field of VLSI design, silicon photonics, reconfigurable computing, system on chip, and embedded systems. He has worked at various institutions in diverse positions. He published more than 50 research articles in journals and conferences and two books from IGI and Springer. He holds several patents. Dr. Saravanakumar is an editor of Advances in Intelligent Systems (Springer). He is an editorial board member of several other journals and a reviewer for various publishers such as IEEE, Springer, Inderscience, IGI Global, and Hindawi.

Balachandra Pattanaik, PhD
Professor, Department of Electrical and Computer Engineering, College of Engineering and Technology, Wollega University, Ethiopia

Balachandra Pattanaik, PhD, is Professor in the Department of Electrical and Computer Engineering in the College of Engineering and Technology of Wollega University, Ethiopia, Africa. Dr. Pattanaik holds PhDs in Electrical Engineering (Embedded Systems) and in Mathematics, and has an ongoing postdoctoral fellowship on electric vehicles. He holds 20 innovation patents issued by the Indian government as well as two innovation patent grants and International Patent Grants in Australia and Germany (four). He has published 13 engineering books and six book chapters as well as many papers in national and international publications. He is an advisor to the IEEE Power and Energy Student Chapter at Bule Hora University in Ethiopia, a senior member of IEEE, and a recipient of the Chartered Engineer Award from the Institution of Engineers of India. He holds many administrative positions, such as Head of Department of Electrical Engineering, Principal, and Anna University Chief Superintendent for university examinations, NSS coordinator, research coordinator, accreditation management representative, editorial board member, and chair/vice chair for conference sessions. He has guided many undergraduate and postgraduate research projects and is a Foreign PhD thesis evaluator for many universities.




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