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Color in Computer Vision: Fundamentals and Applications

by Theo Gevers

Color science meets image understanding

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AlbakiReads Editorial

Color science meets image understanding

Theo Gevers brings color science and computer vision together in a technical guide that moves from foundational concepts to methods and applications. Its coverage includes color systems, reflection, invariance and constancy, alongside image-processing tasks such as edge detection, feature extraction, segmentation and image transformations. The book also connects these areas with signal processing, machine learning, robotics and artificial intelligence, including supervised learning and classifiers for categorizing objects and scenes. Sample applications, software and datasets accompany the material, making implementation part of the book’s stated scope.

Good fit for readers who enjoy

  • Researchers and professionals in computer science, computer vision or color science.
  • Electrical engineers and signal-processing practitioners working with image analysis.
  • Readers seeking technical coverage that connects color theory, algorithms and applications.

Themes

Color scienceComputer visionDigital image processingMachine learning and classificationRobotics and artificial intelligence

Based on publisher information and book metadata.

Book overview

While the field of computer vision drives many of today's digital technologies and communication networks, the topic of color has emerged only recently in most computer vision applications. One of the most extensive works to date on color in computer vision, this book provides a complete set of tools for working with color in the field of image understanding.

Based on the authors' intense collaboration for more than a decade and drawing on the latest thinking in the field of computer science, the book integrates topics from color science and computer vision, clearly linking theories, techniques, machine learning, and applications. The fundamental basics, sample applications, and downloadable versions of the software and data sets are also included. Clear, thorough, and practical, Color inComputer Vision explains:

  • Computer vision, including color-driven algorithms and quantitative results of various state-of-the-art methods
  • Color science topics such as color systems, color reflection mechanisms, color invariance, and color constancy
  • Digital image processing, including edge detection, feature extraction, image segmentation, and image transformations
  • Signal processing techniques for the development of both image processing and machine learning
  • Robotics and artificial intelligence, including such topics as supervised learning and classifiers for object and scene categorization Researchers and professionals in computer science, computer vision, color science, electrical engineering, and signal processing will learn how to implement color in computer vision applications and gain insight into future developments in this dynamic and expanding field.
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