Tensors in image processing and computer vision
Aja-Fernández, S.
Luis García, R. de
Tao, D.
Li, X.
Tensor signal processing is an emerging field with important applications to computer vision and image processing. This book presents the state of the art in this new branch of signal processing, offering a great deal of research anddiscussions by leading experts in the area. The wide-ranging volume offers anoverview into cutting-edge research into the newest tensor processing techniques and their application to different domains related to computer vision and image processing. This comprehensive text will proof an invaluable reference and resource for researchers, practitioners and advanced students working in the area of computer vision and image processing. Presents the state-of-the-art research in tensor signal processing with applications to computer vision and image processing, to provide an invaluable resource for readers in the field INDICE: Tensors and Tensor Signal Processing.- Segmentation of Tensor Fields.- Variational Approach to the Registration of Tensor-valued Images.- Quality Assessment of Tensor Images.- Algorithms for Nonnegative Tensor Factorization.- PDE-based Morphology for Matrix Fields.- Spherical Tensor Calculus for Local Adaptive Filtering.- Geometric Transformations of Local Structure Tensors.-Multiview Matching Tensors from Lines for General Camera Models.- Binocular Full-body Pose Recognition and Orientation Inference.- Applications of Multiview Tensors in Higher Dimensions.- Constraints for the Trifocal Tensor.- Techniques for Registration of Diffusion Tensor Imaging.- Basis for Tensor Field Processing with Invariant Gradients and Rotation Tangents.- From Second to Higher Order Tensors in Diffusion-MRI.- DT-MRI Connectivity and/or Tractography.- Strain Rate Tensor Estimation in Cine Cardiac MRI.- Strain Tensor Elastography.- Similar Tensor Arrays.- User Interfaces to Interact with Tensor Fields.- T-flash.
- ISBN: 978-1-84882-298-6
- Editorial: Springer
- Encuadernacion: Cartoné
- Páginas: 480
- Fecha Publicación: 01/09/2009
- Nº Volúmenes: 1
- Idioma: Inglés