Image from Google Jackets

Image processing and analysis / Stan Birchfield.

By: Boston, MA, USA : Cengage Learning, ©2018Edition: First editionDescription: xviii, 718 pages : colored illustrations ; 26 cmContent type:
  • text.
ISBN:
  • 9781285179520 (pbk)
Subject(s): DDC classification:
  • 23 621.367 B53 2018
Other classification:
  • COECS/E
Contents:
1. INTRODUCTION.Image processing and analysis. History and related fields. Sample applications. Image basics. Looking forward. Further reading. Problems.2. FUNDAMENTALS OF IMAGING.Vision in nature. Image formation. Image acquisition. Other imaging modalities. A detailed look at electromagnetic radiation. Further reading. Problems.3. POINT AND GEOMETRIC TRANSFORMATIONS.Simple geometric transformations. Graylevel transformations. Graylevel histograms. Multi-spectral transformations. Multi-image transformations. Change detection. Compositing. Interpolation. Warping. Further reading. Problems.4. BINARY IMAGE PROCESSING.Morphological operations. Labeling regions. Computing distance in a digital image. Region properties. Skeletonization. Boundary representations.5. SPATIAL-DOMAIN FILTERING.Convolution. Smoothing by convolving with a Gaussian. Computing the first derivative. Computing the second derivative. Nonlinear filters. Grayscale morphological operators. Further reading. Problems.6. FREQUENCY-DOMAIN PROCESSING.Fourier transform. Discrete Fourier transform (DFT). Two-dimensional DFT. Frequency-domain filtering. Localizing frequencies in time. Discrete wavelet transform (DWT). Further reading. Problems.7. EDGES AND FEATURES.Multiresolution processing. Edge detection. Approximating intensity edges with polylines. Feature detectors. Feature descriptors. Further reading. Problems.8. COMPRESSION.Basics. Lossless compression. Lossy compression. Compression of videos. Further reading. Problems.9. COLOR.Physics and psychology of color. Trichromacy. Designating colors. Linear color transformations. Color spaces. Further reading. Problems.10. SEGMENTATION.Thresholding. Deformable models. Image segmentation. Graph-based methods. Further reading. Problems.11. MODEL FITTINGFitting curves. Fitting point cloud models. Robustness to noise. Fitting multiple models. Further reading. Problems.12. CLASSIFICATION.Fundamentals. Statistical pattern recognition. Generative methods. Discriminative methods. Further reading. Problems.13. STEREO AND MOTION.Human stereopsis. Matching stereo images. Computing optical flow. Projective geometry. Camera calibration. Geometry of multiple views. Further reading. Problems.
Holdings
Item type Current library Collection Call number Copy number Status Barcode
Books Books College Library General Circulation Section GC GC 621.367 B53 2018 (Browse shelf(Opens below)) c.2 Available HNU001260
Books Books College Library General Circulation Section GC GC 621.367 B53 2018 (Browse shelf(Opens below)) c.1 Available 83052
Browsing College Library shelves, Shelving location: General Circulation Section, Collection: GC Close shelf browser (Hides shelf browser)
GC 621.34 U11 Fundamentals of applied electromagnetics / GC 621.366 K14 Laser interferometry principles / GC 621.367 B53 2018 Image processing and analysis / GC 621.367 B53 2018 Image processing and analysis / GC 621.367 C27 Digital image processing / GC 621.367 G42 2019 Image processing and analysis : GC 621.367 G58 2018 Digital image processing /

Includes bibliographical references and index.

1. INTRODUCTION.Image processing and analysis. History and related fields. Sample applications. Image basics. Looking forward. Further reading. Problems.2. FUNDAMENTALS OF IMAGING.Vision in nature. Image formation. Image acquisition. Other imaging modalities. A detailed look at electromagnetic radiation. Further reading. Problems.3. POINT AND GEOMETRIC TRANSFORMATIONS.Simple geometric transformations. Graylevel transformations. Graylevel histograms. Multi-spectral transformations. Multi-image transformations. Change detection. Compositing. Interpolation. Warping. Further reading. Problems.4. BINARY IMAGE PROCESSING.Morphological operations. Labeling regions. Computing distance in a digital image. Region properties. Skeletonization. Boundary representations.5. SPATIAL-DOMAIN FILTERING.Convolution. Smoothing by convolving with a Gaussian. Computing the first derivative. Computing the second derivative. Nonlinear filters. Grayscale morphological operators. Further reading. Problems.6. FREQUENCY-DOMAIN PROCESSING.Fourier transform. Discrete Fourier transform (DFT). Two-dimensional DFT. Frequency-domain filtering. Localizing frequencies in time. Discrete wavelet transform (DWT). Further reading. Problems.7. EDGES AND FEATURES.Multiresolution processing. Edge detection. Approximating intensity edges with polylines. Feature detectors. Feature descriptors. Further reading. Problems.8. COMPRESSION.Basics. Lossless compression. Lossy compression. Compression of videos. Further reading. Problems.9. COLOR.Physics and psychology of color. Trichromacy. Designating colors. Linear color transformations. Color spaces. Further reading. Problems.10. SEGMENTATION.Thresholding. Deformable models. Image segmentation. Graph-based methods. Further reading. Problems.11. MODEL FITTINGFitting curves. Fitting point cloud models. Robustness to noise. Fitting multiple models. Further reading. Problems.12. CLASSIFICATION.Fundamentals. Statistical pattern recognition. Generative methods. Discriminative methods. Further reading. Problems.13. STEREO AND MOTION.Human stereopsis. Matching stereo images. Computing optical flow. Projective geometry. Camera calibration. Geometry of multiple views. Further reading. Problems.

College of Engineering and Computer Studies Bachelor of Science in Information Technology

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