ENGLISH

Object Detection and Recognition in Digital Images: Theory and Practice

By Boguslaw Cyganek(auth.)

Book information

Year
2013
ISBN
9780470976371, 9781118618387
DOI
10.1002/9781118618387
Language
english
Format
PDF
Filesize
10 MB (10269767 bytes)
Pages
555\555
Orientation
yes
Scanned
yes
Time added
2013-08-01 04:00:00

Description

Object detection, tracking and recognition in images are key problems in computer vision. This book provides the reader with a balanced treatment between the theory and practice of selected methods in these areas to make the book accessible to a range of researchers, engineers, developers and postgraduate students working in computer vision and related fields. Key features:Explains the main theoretical ideas behind each method (which are augmented with a rigorous mathematical derivation of the formulas), their implementation (in C++) and demonstrated working in real applications.Places an emphasis on tensor and statistical based approaches within object detection and recognition.Provides an overview of image clustering and classification methods which includes subspace and kernel based processing, mean shift and Kalman filter, neural networks, and k-means methods.Contains numerous case study examples of mainly automotive applications.Includes a companion website hosting full C++ implementation, of topics presented in the book as a software library, and an accompanying manual to the software platform.Content: Chapter 1 Introduction (pages 1–8): Chapter 2 Tensor Methods in Computer Vision (pages 9–188): Chapter 3 Classification Methods and Algorithms (pages 189–345): Chapter 4 Object Detection and Tracking (pages 346–407): Chapter 5 Object Recognition (pages 408–486):

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