Three-dimensional steerable discrete cosine transform with application to 3D image compression

被引:1
|
作者
Lima, Verusca S. [1 ,2 ]
Madeiro, Francisco [2 ]
Lima, Juliano B. [1 ]
机构
[1] Univ Fed Pernambuco, Dept Elect & Syst, Recife, PE, Brazil
[2] Univ Pernambuco, Polytech Sch Pernambuco, Recife, PE, Brazil
关键词
Signal processing on graphs; Graph Fourier transform; Discrete cosine transform; 3D image compression; TEXTURE FEATURES; MODEL; FIELD; HEVC;
D O I
10.1007/s11045-020-00746-9
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This work introduces the three-dimensional steerable discrete cosine transform (3D-SDCT), which is obtained from the relationship between the discrete cosine transform (DCT) and the graph Fourier transform of a signal on a path graph. One employs the fact that the basis vectors of the 3D-DCT constitute a possible eigenbasis for the Laplacian of the product of such graphs. The proposed transform employs a rotated version of the 3D-DCT basis. We then evaluate the applicability of the 3D-SDCT in the field of 3D medical image compression. We consider the case where we have only one pair of rotation angles per block, rotating all the 3D-DCT basis vectors by the same pair. The obtained results show that the 3D-SDCT can be efficiently used in the referred application scenario and it outperforms the classical 3D-DCT.
引用
收藏
页码:491 / 519
页数:29
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