HOW GOOD IS YOUR SUPER-RESOLUTION IMAGE? QUALITY ASSURANCE IN IMAGE RECONSTRUCTION USING THE BOOTSTRAP

被引:0
作者
Debes, Christian [1 ]
Weiss, Christian [2 ]
Zoubir, Abdelhak M. [2 ]
机构
[1] AGT Int, D-64295 Darmstadt, Germany
[2] Tech Univ Darmstadt, Signal Proc Grp, D-64283 Darmstadt, Germany
来源
2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP) | 2013年
关键词
HIGH-RESOLUTION IMAGE;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Super-Resolution Image Reconstruction is known to be sensitive to errors in assumptions such as accurate sub-pixel motion estimation. Even small errors can yield a significant degradation of image quality that complicates any follow-on task such as object detection or classification. We focus on the problem of automatic quality assessment of Super-Resolution image reconstruction. We propose a bootstrap-based method that provides an objective metric quantifying reconstruction quality and thus allowing to readjust the reconstruction.
引用
收藏
页码:5959 / 5963
页数:5
相关论文
共 22 条
[1]  
Ahmad T., 2010, P INT EL INF ENG ICE, V2
[2]  
[Anonymous], 1993, An introduction to the bootstrap
[3]  
[Anonymous], 2003, Image analysis, random fields and Markov chain Monte Carlo methods: a mathematical introduction
[4]  
Begin Isabell, 2006, P 3 CAN C COMP ROB V
[5]   A TRANSFORMATION METHOD FOR THE RECONSTRUCTION OF FUNCTIONS FROM NONUNIFORMLY SPACED SAMPLES [J].
CLARK, JJ ;
PALMER, MR ;
LAWRENCE, PD .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1985, 33 (05) :1151-1165
[6]  
Debes C., 2007, P IEEE INT C IM PROC, V2
[7]   DISTRIBUTED TARGET DETECTION IN THROUGH-THE-WALL RADAR IMAGING USING THE BOOTSTRAP [J].
Debes, Christian ;
Weiss, Christian ;
Zoubir, Abdelhak M. ;
Amin, Moeness G. .
2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, :3530-3533
[8]   FUNCTION MINIMIZATION BY CONJUGATE GRADIENTS [J].
FLETCHER, R ;
REEVES, CM .
COMPUTER JOURNAL, 1964, 7 (02) :149-&
[9]  
Furht B., 1997, Motion estimation algorithms for video compression
[10]   Joint MAP registration and high-resolution image estimation using a sequence of undersampled images [J].
Hardie, RC ;
Barnard, KJ ;
Armstrong, EE .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (12) :1621-1633