Image Processing Techniques and its Applications in Computer Vision and Artificial Intelligence

Dr. Shafqat Alauddin, Dr.Mrutyunjaya S Yalawar, Dr. S. Bharathidasan, Mr. T. Thiyagarajan

Indexed In: Google Scholar

Release Date: 30/10/2024 | Copyright:© 2024 | Pages: 400

DOI: 10.71443/9788197933660

ISBN10: 8197933669 | ISBN13: 9788197933660

Hardcover:$250

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Image Processing Techniques and its Applications in Computer Vision and Artificial Intelligence provides a comprehensive overview of image processing methods and their integration with AI and computer vision. The book covers essential techniques such as filtering, segmentation, and feature extraction, alongside advanced algorithms like edge detection and pattern recognition. It highlights the use of AI in applications such as object detection, face recognition, and medical imaging, with a focus on machine learning techniques like convolutional neural networks (CNNs). Practical case studies from industries such as healthcare, robotics, and autonomous driving illustrate real-world applications. This book is an essential resource for students, researchers, and professionals seeking to understand and apply image processing in AI-driven technologies.

This book covers essential image processing techniques and their applications in computer vision and artificial intelligence (AI). It explores foundational methods like filtering, segmentation, and feature extraction, as well as advanced algorithms such as edge detection and pattern recognition. The scope includes machine learning models like convolutional neural networks (CNNs) used for image classification and recognition. The book also examines real-world applications in computer vision, including object detection, face recognition, and motion tracking, with case studies from industries such as healthcare, robotics, and autonomous driving. Combining theory with practical examples, the book provides a comprehensive guide to image processing in AI.

Table Of Contents

Detailed Table Of Contents


Chapter 1

Foundations of Image Processing Understanding Pixels Color Models and Image Formats

Rakesh V S, Bhavana Potli

(Pages:36)

Chapter 2

Image Acquisition and Preprocessing Techniques for Noise Reduction and Enhancement in Digital Images

B.Rajeshkanna, Mohan S

(Pages:29)

Chapter 3

Advanced Feature Extraction Techniques Using Local Binary Patterns Histogram of Oriented Gradients and SIFT

Surbhi Khare, Gobhinath S

(Pages:27)

Chapter 4

Morphological Image Processing Techniques for Shape Analysis Object Recognition and Image Reconstruction

Amit Karbhari Mogal, D.Viji

(Pages:29)

Chapter 5

Comparative Analysis of Image Segmentation Methods from Thresholding and Clustering to Convolutional Neural Networks

Kishor M. Dhole, Rajesh K. Parate

(Pages:31)

Chapter 6

Color Image Processing Techniques for Effective Color Enhancement Color Space Conversion and Color Constancy

K.Srinivasa Rao, Jonnadula Narasimharao

(Pages:28)

Chapter 7

Texture Analysis Techniques Using Statistical Measures Structural Approaches and Machine Learning Methods

S. Jabeen Begum, Vishal Mehta

(Pages:30)

Chapter 8

Advanced Image Filtering Techniques for Smoothing Sharpening and Edge Detection in Various Applications

Jonnadula Narasimharao, M.Uma Maheswari

(Pages:27)

Chapter 9

Deep Learning Architectures for Image Processing Including Convolutional Neural Networks and Generative Adversarial Networks

Sivakumar Madeshwaran, M.Govindarajan

(Pages:35)

Chapter 10

Object Detection and Recognition Techniques Utilizing Deep Learning Frameworks for Real-Time Applications

Punit Kumar Chaubey, Pravin Kulurkar

(Pages:30)

Chapter 11

Image Classification Techniques Leveraging Support Vector Machines Decision Trees and Neural Networks

Amit Karbhari Mogal, Vivek Ravishankar Dubey

(Pages:36)

Chapter 12

Image Registration Techniques for Multi-Modal Imaging Including Feature-Based and Intensity-Based Methods

Shrikant Dnyandeo Bhopale, Jyoti Gupta

(Pages:27)

Chapter 13

Augmented Reality Techniques for Image Processing in Interactive Systems and Gaming Applications

Rajesh K. Parate, Kishor M. Dhole

(Pages:31)

Chapter 14

Image Processing Techniques for Autonomous Vehicles Including Lane Detection and Obstacle Avoidance

Amit Karbhari Mogal, B. Lokeswara Rao

(Pages:30)

Chapter 15

Video Processing Techniques for Motion Detection Object Tracking and Real-Time Analysis in Surveillance

K. Lokesh, M. Baskar

(Pages:31)


Contributions


Shafqat Alauddin, Ph.D., is a Professor in the Department of Chemistry, Shibli National College, Azamgarh (U P), India. He has been teaching undergraduate and postgraduate classes for the last twenty years. Earlier, he worked as Senior Research Fellow of IARI, New Delhi at D.D.U. Gorakhpur University, Gorakhpur. Dr. Shafqat Alauddin has to his credit 50 research papers on Organic Synthetic Chemistry and Environmental Chemistry published in various National and International Journals, authored six books, awarded Twenty Patents, produced Nine Ph.D’s and has Fellowships of Seven International and National Organisations.    

Dr.Mrutyunjaya S Yalawar working as Assistant Professor in the Department of Computer Science and Engineering, CMR Engineering College (CMREC), Hyderabad. He worked as Software Developer in the IT Industry for more than 2 Years and currently having the experience of more than 8 Years in the Teaching Field. He did his B.E in Computer Science and Engineering from Rural Engineering College (R.E.C) Bhalki-(VTU Belgavi), Karnataka, M.tech degree in Computer Networks & Information Security (CNIS) with distinction from Nalla Malla Reddy Engineering College (NMREC) Hyderabad-(JNTU-H) and his PhD in Computer Science. He has published more than 28 Technical Papers in refereed International Journals as well as in International Conferences and published more than 3 Technical Text Books as Author. He is an active member and Editor for Various International Journals. He also acted as Technical Committee member, Program Committee member, Reviewer and Speaker for Various International Conferences. He received various Awards like Best Faculty Award, Young Researcher Award, and Young Scientist Award from the reputed institutions for his contribution in Research field. His area of research includes Machine Learning, Artificial Intelligence, Cyber Security, Data Mining, Quantum Computing, Web Technology, Image Processing and Blockchain Technology. He is an active member of IEANG, Internet Society, ISTE, ACM.

Dr. S. Bharathidasan, serving as an Associate Professor in the Department of Electronics and Communication Engineering at Erode Senguthar Engineering college. He has received his Bachelor's degree in Electronics and Communication Engineering from Anna University, Chennai, Master's degree in Applied Electronics from Karunya University, Coimbatore, and Doctorate from Anna University, Chennai. He has 18 years of teaching experience in various engineering colleges. He has published several papers in renowned journals. His research areas include wireless sensor networks, network and information security, and Internet of Things.

Mr. T. Thiyagarajan Assistant Professor, Department of Computer Applications Nehru Institute of Information Technology and Management (NIITM), Coimbatore, Tamil Nadu, India. Mr. T. Thiyagarajan is an experienced academic with over 12 years of teaching expertise in the Department of Computer Applications at Nehru Institute of Information Technology and Management (NIITM). He has contributed significantly to the academic community, having published five research papers in reputed journals and holding three patents and presented his work at various national and international conferences. His commitment to scholarly excellence is further reflected in his participation in over 20 seminars, conferences, and workshops. Mr. Thiyagarajan has been actively involved in academic governance, serving as a Member of the Board of Studies in several institutions, helping shape curricula that align with contemporary industry and academic trends. He is also an active member of numerous professional organizations, reflecting his broad engagement in his field. In addition to his contributions to academia in India, Mr. Thiyagarajan has attended an international conference in Malaysia, showcasing his dedication to global academic exchange and professional development.


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