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Quaternion-Based Sparse Image Processing

Advances in Multispectral Processing

Paperback Engels 2025 9780443292446
Verwachte levertijd ongeveer 9 werkdagen

Samenvatting

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.

Specificaties

ISBN13:9780443292446
Taal:Engels
Bindwijze:Paperback

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Inhoudsopgave

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

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