A variable window approach to early vision

被引:105
作者
Boykov, Y [1 ]
Veksler, O [1 ]
Zabih, R [1 ]
机构
[1] Cornell Univ, Dept Comp Sci, Ithaca, NY 14853 USA
基金
美国国家科学基金会;
关键词
image restoration; motion; stereo; adaptive windows; visual correspondence;
D O I
10.1109/34.735802
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Early vision relies heavily on rectangular windows for tasks such as smoothing and computing correspondence. While rectangular windows are efficient, they yield poor results near object boundaries. We describe an efficient method for choosing an arbitrarily shaped connected window, in a manner that varies at each pixel. Our approach can be applied to several problems, including image restoration and visual correspondence, it runs in linear time, and takes a few seconds on traditional benchmark images. Performance on both synthetic and real imagery appears promising.
引用
收藏
页码:1283 / 1294
页数:12
相关论文
共 24 条
[1]   STOCHASTIC STEREO MATCHING OVER SCALE [J].
BARNARD, ST .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1989, 3 (01) :17-32
[2]  
Besl P. J., 1988, Second International Conference on Computer Vision (IEEE Cat. No.88CH2664-1), P591, DOI 10.1109/CCV.1988.590039
[3]  
Bolles R., 1993, DARPA IM UND WORKSH, P263
[4]   Markov random fields with efficient approximations [J].
Boykov, Y ;
Veksler, O ;
Zabih, R .
1998 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1998, :648-655
[5]  
COX I, 1995, IEEE INT C IM PROC
[6]   A maximum likelihood stereo algorithm [J].
Cox, IJ ;
Hingorani, SL ;
Rao, SB ;
Maggs, BM .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1996, 63 (03) :542-567
[7]   STOCHASTIC RELAXATION, GIBBS DISTRIBUTIONS, AND THE BAYESIAN RESTORATION OF IMAGES [J].
GEMAN, S ;
GEMAN, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (06) :721-741
[8]  
Gennert M. A., 1988, Second International Conference on Computer Vision (IEEE Cat. No.88CH2664-1), P139, DOI 10.1109/CCV.1988.589984
[9]   EXACT MAXIMUM A-POSTERIORI ESTIMATION FOR BINARY IMAGES [J].
GREIG, DM ;
PORTEOUS, BT ;
SEHEULT, AH .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1989, 51 (02) :271-279
[10]  
HANNA MJ, 1974, THESIS STANFORD U