| Description |
1 online resource (981 p.) |
| Contents |
Intro -- Title Page -- Copyright -- Preface -- Intended Audience -- Changes Since the First Edition -- Outline of the Contents -- Conventions Used -- Acknowledgments -- About the Companion Website -- 1 Image Processing -- 1.1 Basic Definitions -- 1.2 Image Formation -- 1.3 Image Processing Operations -- 1.4 Real-time Image Processing -- 1.5 Embedded Image Processing -- 1.6 Computer Architecture -- 1.7 Parallelism -- 1.8 Summary -- References -- 2 Field-programmable Gate Arrays -- 2.1 Hardware Architecture of FPGAs -- 2.2 Programming FPGAs -- 2.3 FPGAs and Image Processing -- 2.4 Summary |
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6.1 Camera Input -- 6.2 Display Output -- 6.3 Serial Communication -- 6.4 Off-chip Memory -- 6.5 Processors -- 6.6 Summary -- References -- 7 Point Operations -- 7.1 Point Operations on a Single Image -- 7.2 Point Operations on Multiple Images -- 7.3 Colour -- 7.4 Multi-spectral and Hyperspectral Imaging -- 7.5 Summary -- References -- 8 Histogram Operations -- 8.1 Greyscale Histogram -- 8.2 Multidimensional Histograms -- 8.3 Summary -- References -- 9 Local Filters -- 9.1 Window Caching -- 9.2 Linear Filters -- 9.3 Nonlinear Filters -- 9.4 Rank Filters -- 9.5 Adaptive Histogram Equalisation |
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9.6 Morphological Filters -- 9.7 Colour Filtering -- 9.8 Summary -- References -- 10 Geometric Transformations -- 10.1 Reverse Mapping -- 10.2 Forward Mapping -- 10.3 Common Mappings -- 10.4 Image Registration -- 10.5 Summary -- References -- 11 Linear Transforms -- 11.1 Discrete Fourier Transform -- 11.2 Discrete Cosine Transform (DCT) -- 11.3 Wavelet Transform -- 11.4 Summary -- References -- 12 Image and Video Coding -- 12.1 Compression Techniques -- 12.2 DCT-based Codecs -- 12.3 Wavelet-based Codecs -- 12.4 Lossless Compression -- 12.5 Perceptual Coding -- 12.6 Coding Hyperspectral Images |
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12.7 Summary -- References -- 13 Blob Detection and Labelling -- 13.1 Bounding Box -- 13.2 Run-length Coding -- 13.3 Chain Coding -- 13.4 Connected Component Labelling (CCL) -- 13.5 Connected Component Analysis (CCA) -- 13.6 Distance Transform -- 13.7 Watershed Transform -- 13.8 Hough Transform -- 13.9 Summary -- References -- 14 Machine Learning -- 14.1 Training -- 14.2 Regression -- 14.3 Classification -- 14.4 Deep Learning -- 14.5 Summary -- References -- 15 Example Applications -- 15.1 Coloured Region Tracking -- 15.2 Foveal Sensor -- 15.3 Real-time Produce Grading -- 15.4 Stereo Imaging |
| Notes |
Description based upon print version of record |
| Bibliography |
References -- 3 Design Process -- 3.1 Problem Specification -- 3.2 Algorithm Development -- 3.3 Architecture Selection -- 3.4 System Implementation -- 3.5 Testing and Debugging -- 3.6 Summary -- References -- 4 Design Constraints -- 4.1 Timing Constraints -- 4.2 Memory Bandwidth Constraints -- 4.3 Resource Constraints -- 4.4 Power Constraints -- 4.5 Performance Metrics -- 4.6 Summary -- References -- 5 Computational Techniques -- 5.1 Number Systems -- 5.2 Elementary Functions -- 5.3 Other Computation Techniques -- 5.4 Memory Structures -- 5.5 Summary -- References -- 6 Interfacing |
| Notes |
15.5 Face Detection |
| Form |
Electronic book
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| ISBN |
9781119819813 |
|
1119819814 |
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