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Computer Vision: Fundamentals and Applications [Pehme köide]

(Indian Institute of Technology, Kharagpur), (Philips India Ltd)
  • Formaat: Paperback / softback, 800 pages, Worked examples or Exercises
  • Ilmumisaeg: 30-Sep-2025
  • Kirjastus: Cambridge University Press
  • ISBN-10: 1009330497
  • ISBN-13: 9781009330497
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  • Pehme köide
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Computer Vision: Fundamentals and Applications
  • Formaat: Paperback / softback, 800 pages, Worked examples or Exercises
  • Ilmumisaeg: 30-Sep-2025
  • Kirjastus: Cambridge University Press
  • ISBN-10: 1009330497
  • ISBN-13: 9781009330497
Teised raamatud teemal:
The book covers theory and applications of computer vision highlighting recent advancements and with adequate treatment of foundation topics of image and signal processing, pattern recognition and machine learning, and projective and differential geometry. It also provides exposure to range imaging, medical imaging and remote sensing.

The textbook is primarily written for senior undergraduate and post graduate students studying in areas of computer science and engineering, and electrical engineering. However, as the subject covers various interdisciplinary areas, the book is also expected to be of interest to a larger readership in Science and Engineering. It has a comprehensive and balanced coverage of theory and applications of computer vision with a textbook approach providing worked out examples, and exercises. It covers theory and applications of some relatively recent advancements in technology such as on colour processing, deep learning techniques for processing images and videos, document processing, biometry, content based image retrieval, etc. It also delves with theories and processing in non-optical imaging systems, such as range or depth imaging, medical imaging and remote sensing imaging.

Muu info

Comprehensive coverage of theory and applications of computer vision with a textbook approach providing numerical examples and exercises.
Preface; Acknowledgements; Part I. Visual Information Processing:
Chapter
1. Fundamentals of Image and Video Processing;
Chapter
2. Alternate
Representations of Images and Videos;
Chapter
3. Color Processing;
Chapter
4.
Feature Detection, Matching and Model Fitting;
Chapter
5. Visual Saliency and
Cognitive Processing;
Chapter
6. Clustering and Segmentation;
Chapter
7.
Classification;
Chapter
8. Object Tracking;
Chapter
9. Deep Visual Learning;
Part II. Vision Geometry:
Chapter
10. Two-dimensional Projective Geometry;
Chapter
11. Single View Camera Geometry;
Chapter
12. Stereo Vision; Part III.
Non-Optical Vision:
Chapter
13. Range Imaging;
Chapter
14. Medical Imaging;
Chapter
15. Remote Sensing; Part IV. Applications:
Chapter
16. Document
Processing;
Chapter
17. Biometry;
Chapter
18. Content Based Image Retrieval;
Bibliography; Index.