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Kniha Quaternion-Sparse Based Image Processing Satya Prakash Yadav

Quaternion-Sparse Based Image Processing

Advances in Multispectral Processing

Autor: Satya Prakash Yadav, Pethuru Raj, Fadi Al-Turjman, Victor Hugo Costa de Albuquerque, Sudesh Yadav
Jazyk: Angličtina
Vazba: Brožovaná
Vydavatel: Elsevier Science
Dostupnost: Skladem u dodavatele
Odesíláme za 9-15 dnů
4 616 Kč
The conventional method of processing an image is to express multispectral images as vectors or matr...

Informace o knize

Autor
Satya Prakash Yadav, Pethuru Raj, Fadi Al-Turjman, Victor Hugo Costa de Albuquerque, Sudesh Yadav
Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2025
Stránek
400
EAN
9780443292446
ISBN
0443292442
Enbook ID
46871612
Vydavatel
Elsevier Science
Hmotnost
450
Rozměry
191 x 235

Kompletní popis

The conventional method of processing an image is to express multispectral images as vectors or matrices. However, the quaternion representation offers a better alternative as it contains the complete information of features of color images. Quaternion-Sparse Image Processing:
Advances in Multispectral Processing brings together the technologies, research and managerial applications of quaternion-sparse based complex algebra in image processing. The book covers the entire range of complicated tasks performed on color images, including denoising, reconstruction, classification, hallucination, feature extraction, dimension reduction, and regularization. It provides easy understanding and smooth adaptability of the basic and advanced concepts for graduate students, researchers, doctors, academics, and practitioners.

  • Uncovers the innovative features of complex algebra, specifically the quaternion-sparse concept in image processing and how it can help in improving the computational efficiency of image processing
  • Deals with the most common quaternion convolution neural network, quaternion wavelet, and sparse representation-based techniques in multispectral image processing
  • Focuses on how evolution in algebraic concepts i.e. quaternion and sparse help in improving accuracy and efficiency of various color image restoration, reconstruction and recognition
  • Illustrates how important features are extracted and complete information is stored in extracted features to help and process tasks in an easy and computationally efficient way
  • Provides contributed case studies in various image processing applications and various technological evolutions in quaternion-Sparse based image processing in both literature and practical aspects on face recognition, medical image processing, biometric security and many more fields where multispectral images are used as an input to the system

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