Title :
A content-adaptive image enlargement scheme based on iterative back-projection
Author :
Min-Kuan Chang ; Ming-Cheng Su ; Guo-Shiang Lin ; Feng-Tsun Chien
Author_Institution :
Grad. Inst. of Commun. Eng., Nat. Chung Hsing Univ., Taichung, Taiwan
Abstract :
In this paper, we propose an adaptive image enlargement scheme based on iterative back-projection. Initial estimates of each enlarged image can be individually created from the spatial and temporal domains by using sub-pixel interpolation and sub-pixel motion estimation. Then, based on the initial estimates and image content, reconstructed images are derived by using a modified iterative back-projection technique and fused into an enlarged image. Finally, a low-pass filter as a post-processing is applied to reduce the blocking artifacts in the reconstructed high-resolution images. Our experiment results demonstrate that, in terms of PSNR and NQM, the proposed scheme is superior to existing methods.
Keywords :
image reconstruction; image resolution; interpolation; iterative methods; low-pass filters; motion estimation; NQM; PSNR; blocking artifacts reduction; content-adaptive image enlargement scheme; high-resolution image reconstruction; iterative back-projection technique; low-pass filter; sub-pixel interpolation; sub-pixel motion estimation; Image edge detection; Image reconstruction; Image resolution; Image sequences; Interpolation; Motion estimation; PSNR; iterative back projection; resolution enhancement; super-resolution;
Conference_Titel :
Information Science, Electronics and Electrical Engineering (ISEEE), 2014 International Conference on
Conference_Location :
Sapporo
Print_ISBN :
978-1-4799-3196-5
DOI :
10.1109/InfoSEEE.2014.6947841