Title :
Region adaptive unsharp masking based Lanczos-3 interpolation for video intra frame up-sampling
Author :
Acharya, Arup ; Meher, Sukadev
Author_Institution :
Dept. of Electron. & Commun. Eng, Nat. Inst. of Technol., Rourkela, India
Abstract :
Increasing the resolution of a video intra frame using various interpolation techniques not only gives a blurring effect but also results in the loss of fine details and critical edge information. In order to resolve this problem, an efficient, no reference, hybrid interpolation technique is proposed here. The proposed method makes use of a combination of anticipatory, spatial domain, region adaptive, unsharp masking operation coupled with Lanczos-3 interpolation for retaining some of the fine details and critical edge information in the reconstructed video frame. The region adaptive unsharp masking is a preprocessing approach which sharpens the intra frame regions locally as per their statistical local variance so as to compensate the blurring caused by the subsequent Lanczos-3 interpolation technique. The degree of sharpening is increased as per the rise in the statistical local variance of a neighborhood and vice versa. Furthermore, the unsharp masking operation is made globally adaptive by multiplying the unsharp mask with a global scaling factor which is obtained by adding one to the global variance of an intra frame. Experimental results reveal that the proposed method outperforms most of the existing interpolation techniques in terms of peak-signal-to-noise-ratio (PSNR) as well as visual quality for different types of video sequences.
Keywords :
adaptive signal processing; image sequences; interpolation; video signal processing; Lanczos-3 interpolation; blurring effect; critical edge information; hybrid interpolation technique; peak-signal-to-noise-ratio; region adaptive unsharp masking; spatial domain; statistical local variance; video intra frame up-sampling; video sequences; visual quality; Discrete cosine transforms; Interpolation; PSNR; Scalability; Spatial resolution; Video sequences; Image and video processing; Lanczos-3 interpolation; Unsharp masking; Up-sampling; Variance;
Conference_Titel :
Sensing Technology (ICST), 2012 Sixth International Conference on
Conference_Location :
Kolkata
Print_ISBN :
978-1-4673-2246-1
DOI :
10.1109/ICSensT.2012.6461746