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Field Guide to Image Processing| Format | Member Price | Non-Member Price |
|---|---|---|
Book Description
Digital imaging is essential to many industries, such as remote sensing, entertainment, defense, and biotechnology, and many processing techniques have been developed over time. This Field Guide serves as a resource for commonly used image-processing concepts and tools; with this foundation, readers will better understand how to apply these tools to various problems encountered in the field. Topics include filtering, time-frequency-domain processing, and image compression, morphology, and restoration.
Book Details
Date Published: 21 March 2012
Pages: 96
ISBN: 9780819490216
Volume: FG25
Pages: 96
ISBN: 9780819490216
Volume: FG25
Table of Contents
SHOW Table of Contents |
HIDE Table of Contents
- Glossary of Symbols and Acronyms
- Introduction
- Introduction
- Random Signals
- General Image-Processing System
- Simple Image Model
- Sampling and Quantization
- Spatial Domain
- Image Transforms and Spatial-Domain Filtering
- Image Scaling and Rotation
- Point Processing
- Spatial-Domain Convolution Filters
- Convolution
- Linear Filters
- Gradient Filters
- Histogram Processing
- Frequency-Domain Filtering
- Fourier Transform
- Discrete Fourier Transform
- Properties of the Fourier Transform
- Convolution and Correlation in the Fourier Domain
- More Properties of the Fourier Transform
- Spectral Density
- Properties of the Discrete Fourier Transform
- Correlation and Convolution
- Circular Convolution and Zero Padding
- Matched Filtering
- Filtering with the Fourier Transform
- Low-Pass and High-Pass Filtering
- Sampling
- Spectrum of a Sampled Signal
- More Sampling
- Spectrum of a Finite Periodic Signal
- Image Restoration
- Image Restoration
- Linear Space-Invariant Degradation
- Discrete Formulation
- Algebraic Restoration
- Motion Blur
- Inverse Filtering
- Weiner Least-Squares Filtering
- Segmentation and Clustering
- Image Segmentation and Clustering
- Hough Transform
- Clustering
- Image Morphology
- Image Morphology
- Opening and Closing
- Hit-and-Miss Transform
- Thinning
- Skeletonization
- Gray-Level Morphology
- Training a Structuring Element
- Time-Frequency-Domain Processing
- Wavelet Transform
- Types of Fourier Transform
- Basis Wavelet
- Continuous Wavelet Transforms
- Wavelet Series Expansion
- Discrete Wavelet Transform
- Subband Coding
- Mirror Filter and Scaling Vector
- Wavelet Vector and 1D DWT Computation
- 2D Discrete Wavelet Transform
- Image Compression
- Data Redundancy
- Error-Free Compression
- Spatial Redundancy
- Differential Encoding Example
- Block Truncation Coding: Lossy Compression
- Discrete Cosine Transform
- JPEG Compression
- Equation Summary
- Bibliography
- Index
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