Computer vision and image processing : fundamentals and applications /: fundamentals and applications. (2019)

• Record Type: Book
• Further Information: Note: Manas Kamal Bhuyan.
• Authors: Bhuyan, Manas Kamal
• Contents: I Image Formation and Image Processing 1 Introduction to Computer Vision and Basic Concepts of Image Formation 1.1 Introduction and Goals of Computer Vision 1.2 Image Formation and Radiometry 1.3 Geometric Transformation 1.4 Geometric Camera Models 1.5 Image Reconstruction from a Series of Projections 1.6 Summary 2 Image Processing Concepts 2.1 Fundamentals of Image Processing 2.2 Image Transforms 2.3 Image Filtering 2.4 Colour Image Processing 2.5 Mathematical Morphology 2.6 Image Segmentation 2.7 Summary II Image Features 3 Image Descriptors and Features 3.1 Texture Descriptors 3.2 Colour Features 3.3 Edge Detection 3.4 Object Boundary and Shape Representations 3.5 Interest or Corner Point Detectors 3.6 Histogram of Oriented Gradients (HOG) 3.7 Scale Invariant Feature Transform (SIFT) 3.8 Speeded up Robust Features (SURF) 3.9 Saliency 3.10 Summary III Recognition 4 Fundamental Pattern Recognition Concepts 4.1 Introduction to Pattern Recognition 4.2 Linear Regression 4.3 Basic Concepts of Decision Functions 4.4 Elementary Statistical Decision Theory 4.5 Gaussian Classifier 4.6 Parameter Estimation 4.7 Clustering for Knowledge Representation 4.8 Dimension Reduction 4.9 Template Matching 4.10 Artificial Neural Network (ANN) for Pattern Classification 4.11 Convolutional Neural Networks (CNNs) 4.12 Autoencoder 4.13 Summary IV Applications 5 Applications of Computer Vision 5.1 Machine Learning Algorithms and their Applications in Medical Image Segmentation 5.2 Motion Estimation and Object Tracking 5.3 Face and Facial Expression Recognition 5.4 Gesture Recognition 5.5 Image Fusion 5.6 Programming Examples
• Edition: 1st
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2019
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 006.37; Computer vision; Image processing
• Languages: English
• ISBNs: 9781351248372; 9781351248389; 9781351248365; 9781351248396
• Related ISBNs: 9780367265731; 9780815370840
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.