Directional Lapped Transforms for Image Coding

This paper presents a scheme to design directional lapped transforms. Lapped transforms can be factorized into lifting steps. By introducing directional operator into each lifting step, the directional lapped transform is constructed. The directional lapped transform proposed not only preserves the advantages of lapped transforms, it also can represent directional signals more efficiently. An image coding scheme using the directional lapped transform is also described. Compared to the state-of-the-art image coding using lapped transform, HD photo, the proposed scheme shows more than 20 dB's gain for artificial images with strong directional correlations. And for natural images, up to 1.5 dB's gain can also be observed.

[1]  T. Ebrahimi,et al.  A comparative study of JPEG2000, AVC/H.264, and HD photo , 2007, SPIE Optical Engineering + Applications.

[2]  Thomas Wedi,et al.  Motion- and aliasing-compensated prediction for hybrid video coding , 2003, IEEE Trans. Circuits Syst. Video Technol..

[3]  Zixiang Xiong,et al.  Three-dimensional embedded subband coding with optimized truncation , 2001 .

[4]  Henrique S. Malvar,et al.  The LOT: transform coding without blocking effects , 1989, IEEE Trans. Acoust. Speech Signal Process..

[5]  Trac D. Tran,et al.  Lapped transform via time-domain pre- and post-filtering , 2003, IEEE Trans. Signal Process..

[6]  E. Candès,et al.  Ridgelets: a key to higher-dimensional intermittency? , 1999, Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[7]  Avideh Zakhor,et al.  Orientation adaptive subband coding of images , 1993, ISCAS.

[8]  Emmanuel J. Candès,et al.  The curvelet transform for image denoising , 2002, IEEE Trans. Image Process..

[9]  Baltasar Beferull-Lozano,et al.  Directionlets: anisotropic multidirectional representation with separable filtering , 2006, IEEE Transactions on Image Processing.

[10]  Trac D. Tran,et al.  Fast multiplierless approximations of the DCT with the lifting scheme , 2001, IEEE Trans. Signal Process..

[11]  M. Vetterli,et al.  Efficient image compression using directionlets , 2007, 2007 6th International Conference on Information, Communications & Signal Processing.

[12]  Stéphane Mallat,et al.  Sparse geometric image representations with bandelets , 2005, IEEE Transactions on Image Processing.

[13]  Richard Baraniuk,et al.  The Dual-tree Complex Wavelet Transform , 2007 .

[14]  Christine Guillemot,et al.  Oriented Wavelet Transform for Image Compression and Denoising , 2006, IEEE Transactions on Image Processing.

[15]  Feng Wu,et al.  Lifting-Based Directional DCT-Like Transform for Image Coding , 2007, IEEE Trans. Circuits Syst. Video Technol..

[16]  Til Aach,et al.  A lapped directional transform for spectral image analysis and its application to restoration and enhancement , 2000, Signal Process..

[17]  Feng Wu,et al.  Adaptive Directional Lifting-Based Wavelet Transform for Image Coding , 2007, IEEE Transactions on Image Processing.

[18]  Henrique S. Malvar Biorthogonal and nonuniform lapped transforms for transform coding with reduced blocking and ringing artifacts , 1998, IEEE Trans. Signal Process..

[19]  Sanjit K. Mitra,et al.  A unified rate-distortion analysis framework for transform coding , 2001, IEEE Trans. Circuits Syst. Video Technol..

[20]  K. Rao,et al.  Discrete Cosine and Sine Transforms: General Properties, Fast Algorithms and Integer Approximations , 2006 .

[21]  Demetrio Labate,et al.  Optimally Sparse Multidimensional Representation Using Shearlets , 2007, SIAM J. Math. Anal..

[22]  Henrique S. Malvar Fast progressive image coding without wavelets , 2000, Proceedings DCC 2000. Data Compression Conference.

[23]  Bing Zeng,et al.  Directional Discrete Cosine Transforms for Image Coding , 2006, 2006 IEEE International Conference on Multimedia and Expo.

[24]  Bernd Girod,et al.  Direction-Adaptive Discrete Wavelet Transform for Image Compression , 2007, IEEE Transactions on Image Processing.

[25]  Minh N. Do,et al.  Ieee Transactions on Image Processing the Contourlet Transform: an Efficient Directional Multiresolution Image Representation , 2022 .

[26]  I. Daubechies,et al.  Factoring wavelet transforms into lifting steps , 1998 .