Title :
General scale interpolation based on fine-grained isophote model with consistency constraint
Author :
Wenhan Yang ; Jiaying Liu ; Mading Li ; Zongming Guo
Author_Institution :
Inst. of Comput. Sci. & Technol., Peking Univ., Beijing, China
Abstract :
In this paper, we propose a fine-grained isophote model with consistency constraint to characterize the piecewise-stationarity of image signals. According to this model, we present a novel interpolation algorithm. In this model, the displacement coefficient is used to model the isophote. Then fine-grained pixel intensity information is introduced to correct the displacement calculation and make the isophote estimation more robust. In order to handle the piecewise-stationarity, we force the isophote direction consistent in the local window when an interpolated line is piecewise-stationary. The proposed algorithm can accommodate the general scale enlargement. Experimental results demonstrate that the proposed approach achieves better performances in both objective and subjective quality assessment.
Keywords :
estimation theory; image resolution; interpolation; piecewise polynomial techniques; consistency constraint; displacement calculation; displacement coefficient; fine grained pixel intensity information; fine-grained isophote; general scale interpolation; image signals; interpolated line; isophote direction; isophote estimation; local window; objective quality assessment; piecewise-stationarity; scale enlargement; subjective quality assessment; Adaptation models; Estimation; Image edge detection; Interpolation; Lattices; PSNR; General scale; Interpolation; Isophote-based;
Conference_Titel :
Image Processing (ICIP), 2014 IEEE International Conference on
Conference_Location :
Paris
DOI :
10.1109/ICIP.2014.7025372