Biomedical Image Enhancement Using Wavelets

被引:9
作者
Khatkar, Kirti [1 ]
Kumar, Dinesh [1 ]
机构
[1] GJUS&T, CSE Dept, Hisar, Haryana, India
来源
INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION AND CONVERGENCE (ICCC 2015) | 2015年 / 48卷
关键词
Image enhancement; biomedical imaging; wavelet transform;
D O I
10.1016/j.procs.2015.04.128
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
As image enhancement is the main issue for biomedical image diagnosis, the aim of this paper is to present a method to enhance the biomedical images. In this paper, a combination of wavelets is used for the same. In the method after applying SIFT(Scale Invariant Feature Transforms) algorithm on the image the first wavelet D'Mayer is applied, then image is extracted and the second wavelet Coieflet is applied on the image. The results of the proposed method have been compared with other wavelets on the basis of different metrics like PSNR (Peak signal to noise ratio) and Beta coefficient and it has been found that the proposed method provides better results than the other methods.
引用
收藏
页码:513 / 517
页数:5
相关论文
共 15 条
[1]   A comparative study on mother wavelet selection in ultrasound image denoising [J].
Adamo, Francesco ;
Andria, Gregorio ;
Attivissimo, Filippo ;
Lanzolla, Anna Maria Lucia ;
Spadavecchia, Maurizio .
MEASUREMENT, 2013, 46 (08) :2447-2456
[2]  
[Anonymous], 2004, INT J COMPUTER VISIO
[3]   DIGITAL MAMMOGRAPHY - ROC STUDIES OF THE EFFECTS OF PIXEL SIZE AND UNSHARP-MASK FILTERING ON THE DETECTION OF SUBTLE MICROCALCIFICATIONS [J].
CHAN, HP ;
VYBORNY, CJ ;
MACMAHON, H ;
METZ, CE ;
DOI, K ;
SICKLES, EA .
INVESTIGATIVE RADIOLOGY, 1987, 22 (07) :581-589
[4]   Making decisions on brain tumor diagnosis by soft computing techniques [J].
Farias, G. ;
Santos, M. ;
Lopez, V. .
SOFT COMPUTING, 2010, 14 (12) :1287-1296
[5]   Scope of validity of PSNR in image/video quality assessment [J].
Huynh-Thu, Q. ;
Ghanbari, M. .
ELECTRONICS LETTERS, 2008, 44 (13) :800-U35
[6]   ENHANCED IMAGE MAMMOGRAPHY [J].
MCSWEENEY, MB ;
SPRAWLS, P ;
EGAN, RL .
AMERICAN JOURNAL OF ROENTGENOLOGY, 1983, 140 (01) :9-14
[7]  
Mondal K., 2012, Proceedings of the 2012 Second International Conference on Advanced Computing & Communication Technologies (ACCT 2012), P289, DOI 10.1109/ACCT.2012.60
[8]  
Paulinas M, 2007, INF TECHNOL CONTROL, V36, P278
[9]   MAMMOGRAPHIC MICROCALCIFICATIONS - DETECTION WITH XEROGRAPHY, SCREEN-FILM, AND DIGITIZED FILM DISPLAY [J].
SMATHERS, RL ;
BUSH, E ;
DRACE, J ;
STEVENS, M ;
SOMMER, FG ;
BROWN, BW ;
KARRAS, B .
RADIOLOGY, 1986, 159 (03) :673-677
[10]   The application of multiwavelet filterbanks to image processing [J].
Strela, V ;
Heller, PN ;
Strang, G ;
Topiwala, P ;
Heil, C .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1999, 8 (04) :548-563