This book illustrates utilization of fast transform, sparse representation and low rank analysis as tool in multidimensional signal processing and focuses on discrete cosine transform, optimization of double tree wavelet transform in coding and noise reduction, self-return compression perception of image signal. With orignal research results, the book is an essential reference for electrical engineering researchers and engineers.