A frequency domain approach to registration of aliased images with application to super-resolution

被引:245
作者
Vandewalle, Patrick [1 ]
Suesstrunk, Sabine
Vetterli, Martin
机构
[1] Ecole Polytech Fed Lausanne, Sch Comp & Commun Sci, CH-1015 Lausanne, Switzerland
[2] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
关键词
D O I
10.1155/ASP/2006/71459
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Super-resolution algorithms reconstruct a high-resolution image from a set of low-resolution images of a scene. Precise alignment of the input images is an essential part of such algorithms. If the low-resolution images are undersampled and have aliasing artifacts, the performance of standard registration algorithms decreases. We propose a frequency domain technique to precisely register a set of aliased images, based on their low-frequency, aliasing-free part. A high-resolution image is then reconstructed using cubic interpolation. Our algorithm is compared to other algorithms in simulations and practical experiments using real aliased images. Both show very good visual results and prove the attractivity of our approach in the case of aliased input images. A possible application is to digital cameras where a set of rapidly acquired images can be used to recover a higher-resolution final image.
引用
收藏
页码:1 / 14
页数:14
相关论文
共 30 条
[1]  
[Anonymous], P EUR C COMP VIS ECC
[2]  
Borman S., 1998, SPATIAL RESOLUTION E
[3]   Computer vision applied to super resolution [J].
Capel, D ;
Zisserman, A .
IEEE SIGNAL PROCESSING MAGAZINE, 2003, 20 (03) :75-86
[4]   Restoration of a single superresolution image from several blurred, noisy, and undersampled measured images [J].
Elad, M ;
Feuer, A .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (12) :1646-1658
[5]   Fast and robust multiframe super resolution [J].
Farsiu, S ;
Robinson, MD ;
Elad, M ;
Milanfar, P .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (10) :1327-1344
[6]  
Farsiu S., 2004, MDSP RESOLUTION ENHA
[7]   RANDOM SAMPLE CONSENSUS - A PARADIGM FOR MODEL-FITTING WITH APPLICATIONS TO IMAGE-ANALYSIS AND AUTOMATED CARTOGRAPHY [J].
FISCHLER, MA ;
BOLLES, RC .
COMMUNICATIONS OF THE ACM, 1981, 24 (06) :381-395
[8]   Extension of phase correlation to subpixel registration [J].
Foroosh, H ;
Zerubia, JB ;
Berthod, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (03) :188-200
[9]  
Gluckman J, 2003, 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 2, PROCEEDINGS, P691
[10]  
*INT ORG STAND, 2000, 122332000 ISO