Statistically Matched Wavelet Based Texture Synthesis in a Compressive Sensing Framework

Table 1

Comparative study of texture analysis and synthesis schemes.

Proposed work	Texture analysis and synthesis technique	Texture type	Quality assessment	Limitation	Complexity
Wang and Adelson [29]	Affine warping	Rigid textures	None	Not suitable for structural texture	Medium
Dumitras and Haskell [30]	Steerable pyramids	Rigid textures	None	Not suitable for structural texture	Medium
Ndjiki-Nya and Wiegand [8]	Perspective warping	Rigid and nonrigid textures	Yes	Prone to propagation error	High
Zhang and Bull [14]	ARMA	Rigid and nonrigid textures	Yes	Not suitable for structural texture	Medium
Portilla and Simoncelli [37]	Wavelet based; (joint statistics)	Rigid and nonrigid textures	None	Not suitable for structural texture	Medium
Fan and Xia [42]	Wavelet based; (HMT-3S)	Rigid and nonrigid textures	None	Not suitable for structural texture	Medium
Our scheme (SMWT-CS)	Compressive sensing and statistically matched wavelet	Rigid and nonrigid textures	Yes (PSNR and MOS)	CS optimization still evolving	Medium