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E-raamat: Perceptual Digital Imaging: Methods and Applications

Edited by (Foveon, Inc. / Sigma Corp., San Jose, California, USA)
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Visual perception is a complex process requiring interaction between the receptors in the eye that sense the stimulus and the neural system and the brain that are responsible for communicating and interpreting the sensed visual information. This process involves several physical, neural, and cognitive phenomena whose understanding is essential to design effective and computationally efficient imaging solutions. Building on advances in computer vision, image and video processing, neuroscience, and information engineering, perceptual digital imaging greatly enhances the capabilities of traditional imaging methods.

Filling a gap in the literature, Perceptual Digital Imaging: Methods and Applications comprehensively covers the system design, implementation, and application aspects of this emerging specialized area. It gives readers a strong, fundamental understanding of theory and methods, providing a foundation on which solutions for many of the most interesting and challenging imaging problems can be built.

The book features contributions by renowned experts who present the state of the art and recent trends in image acquisition, processing, storage, display, and visual quality evaluation. They detail advances in the field and explore human visual system-driven approaches across a broad spectrum of applications, including:

  • Image quality and aesthetics assessment
  • Digital camera imaging
  • White balancing and color enhancement
  • Thumbnail generation
  • Image restoration
  • Super-resolution imaging
  • Digital halftoning and dithering
  • Color feature extraction
  • Semantic multimedia analysis and processing
  • Video shot characterization
  • Image and video encryption
  • Display quality enhancement

This is a valuable resource for readers who want to design and implement more effective solutions for cutting-edge digital imaging, computer vision, and multimedia applications. Suitable as a graduate-level textbook or stand-alone reference for researchers and practitioners, it provides a unique overview of an important and rapidly developing research field.

Preface xi
The Editor xv
Contributors xvii
1 Characteristics of Human Vision
1(36)
Stefan Winkler
2 An Analysis of Human Visual Perception Based on Real-Time Constraints of Ecological Vision
37(18)
Haluk Ogmen
3 Image and Video Quality Assessment: Perception, Psychophysical Models, and Algorithms
55(36)
Anush K. Moorthy
Kalpana Seshadrinathan
Alan C. Bovik
4 Visual Aesthetic Quality Assessment of Digital Images
91(32)
Congcong Li
Tsuhan Chen
5 Perceptually Based Image Processing Algorithm Design
123(44)
James E. Adams, Jr.
Aaron T. Deever
Efrain O. Morales
Bruce H. Pillman
6 Joint White Balancing and Color Enhancement
167(26)
Rastislav Lukac
7 Perceptual Thumbnail Generation
193(30)
Wei Feng
Liang Wan
Zhouchen Lin
Tien-Tsin Wong
Zhi-Qiang Liu
8 Patch-Based Image Processing: From Dictionary Learning to Structural Clustering
223(28)
Xin Li
9 Perceptually Driven Super-Resolution Techniques
251(36)
Nabil Sadaka
Lina Karam
10 Methods of Dither Array Construction Employing Models of Visual Perception
287(32)
Daniel L. Lau
Gonzalo R. Arce
Gonzalo J. Garateguy
11 Perceptual Color Descriptors
319(40)
Serkan Kiranyaz
Murat Birinci
Moncef Gabbouj
12 Concept-Based Multimedia Processing Using Semantic and Contextual Knowledge
359(40)
Evaggelos Spyrou
Phivos Mylonas
Stefanos Kollias
13 Perceptually Driven Video Shot Characterization
399(32)
Gaurav Harit
Santanu Chaudhury
14 Perceptual Encryption of Digital Images and Videos
431(38)
Shujun Li
15 Exceeding Physical Limitations: Apparent Display Qualities
469(34)
Piotr Didyk
Karol Myszkowski
Elmar Eisemann
Tobias Ritschel
Index 503
Rastislav Lukac is currently a senior digital imaging scientist at Foveon, Inc./Sigma Corp. in San Jose, California. He has authored five books and contributed to twelve books. He has also published more than 200 scholarly research papers in the areas of digital camera image processing, color image and video processing, multimedia security, and microarray image processing. Dr. Lukac holds 12 patents and has authored 25 additional patent-pending inventions in the areas of digital color imaging and pattern recognition. For more information, see Dr. Lukacs Color Image Processing website.