Title :
An Orientation-Selective Orthogonal Lapped Transform
Author_Institution :
Inst. of Media & Imaging Technol., Cologne Univ. of Appl. Sci., Cologne
Abstract :
A novel critically sampled orientation-selective orthogonal lapped transform called the lapped Hartley transform (LHT) is derived. In a first step, overlapping basis functions are generated by modulating basis functions of a 2-D block Hartley transform by a cosine wave. To achieve invertibility and orthogonality, an iterative filter is applied as prefilter in the analysis and as postfilter in the synthesis operation, respectively. Alternatively, filtering can be restricted to analysis or synthesis, ending up with a biorthogonal transform (LHT-PR, LHT-PO). A statistical analysis based on a 4000-image data base shows that the LHT and LHT-PO have better redundancy removal properties than other block or lapped transforms. Finally, image compression and noise removal examples are given, showing the advantages of the LHT especially in images containing oriented textures.
Keywords :
Hartley transforms; data compression; filtering theory; image coding; image denoising; image texture; iterative methods; statistical analysis; 2D block Hartley transform; biorthogonal transform; cosine wave; image compression; iterative filter; lapped Hartley transform; modulating basis functions; noise removal; orientation-selective orthogonal lapped transform; oriented textures; overlapping basis functions; statistical analysis; synthesis operation; Lapped transform; local orientation; transform coding; Algorithms; Image Enhancement; Image Interpretation, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2008.926160