Quaternion-Based Sparse Image Processing : Advances in Multispectral Processing

Yadav, Satya Prakash (EDT)/ Raj, Pethuru (EDT)/ Al-Turjman, Fadi (EDT)

Elsevier - Health Sciences Division（2025/07発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 360 p.
• 言語 ENG
• 商品コード 9780443292446
• DDC分類 006.42

Full Description

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 basic and advanced concepts for graduate students, researchers, doctors, academics, and practitioners.

Contents

1. Quaternion-Sparse based image processing: Applications, benefits and future challenge
2. Technical challenges in using quaternion complex algebra for multimodal and Multispectral image processing
3. Quaternion differential equations for multimodal and multispectral color image processing
4. Quaternion cooler sparse representations for image processing: a technical review
5. Quaternion sparse matrix optimization
6. Collaborative and sparse representation of color image processing
7. Robust sparse representation in quaternion space for multimodal image processing
8. Sparse representation-based regularization for multimodal and multispectral image processing
9. Fusion of multimodal, multispectral image processing using Quaternion Principal Component Analysis
10. Experimental evaluation and validation of different variants of PCA on quaternion multispectral imaging
11. Quaternion wavelet transformation for image processing: application, benefits and future challenges
12. Discrete wavelet transformation on quaternion space
13. De-noising in color images using quaternion discrete wavelet transformation
14. Fundamentals of hypercomplex Fourier transform in quaternion space
15. Application of Hypercomplex Fourier transform in quaternion space for skin image classification
16. Quaternion neural network types of application, benefits and future challenges for multispectral image processing
17. Quaternion neural network for geometrical operators in high dimensional quaternion space
18. Image dehazing using quaternion complex algebra-based neural networks
19. Classification of multispectral imaging using quaternion convolution neural network
20. Phasor quaternion neural network for multimodal image processing