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Reconstruction of HR by POCS and Regularized Block Matching  

Choi Jong-Beom (서울시립대학교 전자전기컴퓨터공학부 컴퓨터비전연구실)
Oh Tae-Seok (서울시립대학교 전자전기컴퓨터공학부 컴퓨터비전연구실)
Kim Yong Cheo (서울시립대학교 전자전기컴퓨터공학부 컴퓨터비전연구실)
Abstract
In the reconstruction of high resolution (HR) images from low resolution (LR) images frames, the error in the estimated motion degrades the reliability of the reconstructed HR image. Some methods were recently proposed where motion estimation and HR reconstruction is performed simultaneously. The estimated motion is still prone to error when it is based on a simple block matching. In this paper, we propose a reconstruction of a HR image by applying POCS and a regularized block matching simultaneously. In this method, a motion vector is obtained from a regularized block matching algorithm since the motion of a pixel in an image is highly correlated with the motion in neighboring regions. Experimental results show that the improved accuracy of the estimated motion vectors results in higher PSNR of the reconstructed HR images.
Keywords
Regularization; POCS; super high resolution; image;
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1 Andrew J. Patti, et al., 'Super Resolution Video Reconstruction with Arbitrary Sampling Lattices and Non-zero Aperture Time', IEEE Trans. Circuits and Systems for Technology. Vol. XX, No. Y, 1999
2 강수원, 이승준, 양경호, 이충웅, 'POCS를 이용한 벡터양자화영상의 복원', 대한전자공학회 추계종합학술대회 논문집 제 17권 제2호, 1994.11
3 Javier Mateos, Aggelos K. Katsaggelos and Rafael Molina, 'Simultaneous Motion Estimation and Resolution Enhancement of Compressed Low Resolution Video', IEEE, 2000
4 Richard R. Schultz and Robert L. Stevenson, 'Bayesian Estimation of Subpixel-Resolution Motion Fiedls and High-Resolution Video Stills', IEEE, 1997
5 A. Murat Tekalp, 'Digital video processing', Prentice Hall PTR, 1995
6 S. C. Park et. al., 'Super-Resolution Image Reconstruction: A Technical Overview', IEEE Signal Processing Magazine, May, 2003
7 Richard R. Schultz and Robert L. Stevenson, 'Extractionof High-Resolution Frames from Video Sequences', IEEE Trans. on Image Processing, Vol. 5, No.6, June 1996
8 Sung Park, et aI., 'Spatially Adaptive High-Resolution Image Reconstruction of LowResolution DCT-Based Compressed Images', IEEE ICIP 2002
9 Russell C. Hardie, et aI., 'Joint MAP Registration and High-Resolution Image Estimation Using a Sequence of Undersampled Images', IEEE Trans. on Image Processing, VoI.6, No. 12, 1997
10 Yucel Altunbasak, et aI., 'Super-Resolution Still and Video Reconstruction From MPEGCoded Video', IEEE Trans. on Circuits and Systems for Video Tech., Vol. 12, No.4, 2002
11 S. H. Rhee, M. G. Kang, 'DCT-Based Regularized Algorithm for High-Resolution Image Reconstruction', IEEE, 1999
12 Henry Stark, 'Theory Of Convex Projection And Its Application To Image Restoration', IEEE ISCAS'88, 1988
13 S. P. Kim, et aI., 'Recursive Reconstruction of High Resolution Image From Noisy Undersampled Multiframes', IEEE Trans. on Acoustics, Speech and Signal Proc. Vol.38, No.6. June, 1990
14 Sean Borman, Robert Stevenson, 'Spatial Resolution Enhancement of Low-Resolution Image Sequences. A Comprehensive Review with Directions for Future Research', Lab. Image and Signal Analysis, University of Notre Dame, Tech. Rep., 1998
15 김윤, 정재한, 김재원, 고성제, 'POCS를 이용한 효과적인 블록 현상 제거 기법', 신호처리합동학술대회 논문집, 제14권, 제1호, pp.755-758, Sep. 2001
16 A. Murat Tekalp, et aI., 'High-Resolution Image Reconstruction From Lower-Resolution Image Sequences And Space-Varying Image Restoration', IEEE ICASSP-92, Vol.3, pp.169-172, 1992