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.
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.
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
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
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