Title :
Lapped directional transform: a new transform for spectral image analysis
Author :
Kunz, Dietmar ; Aach, Til
Author_Institution :
Philips Res. Lab., Aachen, Germany
Abstract :
We propose a new real-valued lapped transform for 2D-signal and image processing. Lapped transforms are particularly useful in block-based processing, since their intrinsically overlapping basis functions reduce or prevent block artifacts. Our transform is derived from the modulated lapped transform (MLT), which, as a real-valued and separable transform like the discrete cosine transform, does not allow to unambiguously identify oriented structures from modulus spectra. This is in marked contrast to the (complex-valued) discrete Fourier transform (DFT). The new lapped transform is real-valued, and at the same time allows unambiguous detection of spatial orientation. Furthermore, a fast algorithm for this transform exists. As an application example, we investigate the transform´s performance in spectral approaches to image restoration and enhancement in comparison to the DFT
Keywords :
discrete transforms; image enhancement; image processing; image restoration; spectral analysis; 2D-signal processing; DFT; block artifacts reduction; block-based processing; discrete Fourier transform; discrete cosine transform; fast algorithm; image enhancement; image processing; image restoration; lapped directional transform; modulated lapped transform; overlapping basis functions; real-valued lapped transform; spatial orientation detection; spectral image analysis; Discrete Fourier transforms; Discrete cosine transforms; Discrete transforms; Image analysis; Image coding; Image edge detection; Image processing; Image reconstruction; Image restoration; Signal processing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1999. Proceedings., 1999 IEEE International Conference on
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-5041-3
DOI :
10.1109/ICASSP.1999.757580