Title :
Texture modulation-constrained image decomposition
Author :
Evangelopoulos, Georgios ; Maragos, Petros
Author_Institution :
Sch. of ECE, Nat. Tech. Univ. of Athens, Athens
Abstract :
Texture modeling and separation of structure in images are treated in synergy. A variational image decomposition scheme is formulated using explicit texture reconstruction constraints from the outputs of linear filters tuned to different spatial frequencies and orientations. Relevant to the texture image part information is reconstructed using modulation modeling and component selection. The general formulation leads to a u + Kv model of K + 1 image components, with multiple texture subcomponents.
Keywords :
Gabor filters; image reconstruction; image texture; image decomposition scheme; linear Gabor filter; texture reconstruction modulation; Frequency; Image analysis; Image decomposition; Image reconstruction; Image segmentation; Image texture analysis; Pattern analysis; Pattern formation; Shape; Solid modeling; PDEs; image decomposition; modulations; reconstruction; texture; variational methods;
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2008.4711874