Title :
Transform image coding with global thresholding: application to baseline JPEG
Author :
Zaid, Azza Ouled ; Olivier, Christian ; Alata, Olivier ; Marmoiton, Francois
Author_Institution :
IRCOM, Univ. Pierre et Marie Curie, Chasseneuil, France
Abstract :
Many image compression schemes perform the discrete cosine transform (DCT) to represent an image in frequency space. An analysis of a suite of images confirms that the luminance AC coefficients can be modeled by a Laplacian distribution. The distribution model can be used to drop the insignificant coefficients. In this paper we develop an image-adaptive JPEG encoding algorithm that incorporates global thresholding and near optimal quantization approach based on Lagrangian multiplier. Simulation results demonstrate that, with our thresholding technique, we can improve the reconstructed image quality compared to the one provided by other DCT image coding schemes without thresholding
Keywords :
Laplace transforms; data compression; discrete cosine transforms; image coding; quantisation (signal); JPEG encoding algorithm; Lagrangian multiplier; Laplacian distribution; baseline JPEG; discrete cosine transform; frequency space; global thresholding; image compression; luminance AC coefficients; near optimal quantization approach; simulation results; thresholding technique; transform image coding; Discrete cosine transforms; Discrete transforms; Frequency; Image analysis; Image coding; Image quality; Image reconstruction; Lagrangian functions; Laplace equations; Quantization;
Conference_Titel :
Computer Graphics and Image Processing, 2001 Proceedings of XIV Brazilian Symposium on
Conference_Location :
Florianopolis
Print_ISBN :
0-7695-1330-1
DOI :
10.1109/SIBGRAPI.2001.963051