DOI QR코드

DOI QR Code

라플라시안 피라미드에서의 다중스케일 비선형 이득 조절을 이용한 DR 영상 개선

DR Image Enhancement Using Multiscale Non-Linear Gain Control For Laplacian Pyramid Transformation

  • 신동규 (연세대학교 보건과학대학 의공학과) ;
  • 이진수 (연세대학교 보건과학대학 의공학과) ;
  • 김성희 (연세대학교 보건과학대학 의공학과) ;
  • 박인성 (연세대학교 보건과학대학 의공학과) ;
  • 김동윤 (연세대학교 보건과학대학 의공학과)
  • Shin, Dong-Kyu (Department of Biomedical Engineering, College of Health Sciences, Yonsei University) ;
  • Lee, Jin-Su (Department of Biomedical Engineering, College of Health Sciences, Yonsei University) ;
  • Kim, Sung-Hee (Department of Biomedical Engineering, College of Health Sciences, Yonsei University) ;
  • Park, In-Sung (Department of Biomedical Engineering, College of Health Sciences, Yonsei University) ;
  • Kim, Dong-Youn (Department of Biomedical Engineering, College of Health Sciences, Yonsei University)
  • 발행 : 2007.04.30

초록

In digital radiography, to improve the contrast of digital radiography image, the multi-scale nonlinear amplification algorithm based on unsharp masking is one of the major image enhancement algorithms. In this paper, we used the Laplacian pyramid to decompose a digital radiography(DR) image. In our simulation, the DR image was decomposed into seven layers and the coefficients of the each layer was amplified with nonlinear function. We also imported a noise containment algorithm to limit noise amplification. To enhance the contrast of image, we proposed a new adaptive non-linear gain amplification coefficients. As a result of having applied to some clinical data, a detail visibility was improved significantly without unacceptable noise boosting. Images that acquired with the proposed adaptive non-linear gain coefficients have shown superior quality to those that applied similar gain control method and expected to be accepted in the clinical applications.

키워드

참고문헌

  1. M Prokop, CM Schaefer, JW Oestmann, M Galanski, 'Improved parameters for unsharp mask filtering of digital chest radiographs,' Radiology, vol.187, pp.521-526, 1993 https://doi.org/10.1148/radiology.187.2.8475301
  2. HP McAdams, GA Johnson, SA Suddarth, RH Sherrier, CE Ravin, 'Implementation of adaptive filtration for digital chest imaging,' Optical Engineering, vol.26, pp.669-674, 1987
  3. K Abe, S Katsuragawa, Y Sasaki, T Yanagisawa, 'A fully automated adaptive unsharp masking technique in digital chest Radiograph,' Investigative Radiology, vol.27, pp.64-70, 1992 https://doi.org/10.1097/00004424-199201000-00014
  4. HP Mcadams, GA Johnson, SA Suddarth, CE Ravin, 'Histogram-directed processing of digital chest images,' Investigative Radiology, vol.21, pp.253-259, 1986 https://doi.org/10.1097/00004424-198603000-00011
  5. LD Loo, K Doi, CE Metz, 'Investigation of basic imaging properties in digital radiography. 4 Effect of unshart masking on the detectability of simple patterns,' Medical physics, vol.12, no.2, pp.209-214, 1985 https://doi.org/10.1118/1.595775
  6. TL Ji, MK Sundareshan, H Roehrig, 'Adaptive image contrast enhancement based on human visual properties,' IEEE Trans. Med. Imaging, vol.13, no.4, pp.573-586, 1994 https://doi.org/10.1109/42.363111
  7. AN Akansu, RA Haddad, Multiresolution Signal Decomposition, Academic, Boston, 1992
  8. PJ BURT, EH ADELSON, 'The laplacian pyramid as a compact image code,' IEEE Trans. Commun., COM-31, pp.532-540, 1983
  9. EH Adelson, CH Anderson, JR Bergen, PJ Burt, JM Ogden, 'Pyramid methods in image processing,' RCA Engineer, vol.29, pp.33-41, 1984
  10. AF Laine, J Fan, S Schuler, 'Discrete dyadic wavelet transform for contrast enhancement,' SPIE vol.2303, pp.456-460, 1994
  11. P Vuylsteke, EP Schoeters, 'Multiscale image contrast amplification (MUSICA),' in Proc. SPIE, vol.2167, pp.551-560, 1994
  12. M Stahl, T Aach, TM Buzug, S Dippel, U Neitzel, 'Noise-resistant weak-structure enhancement for digital radiography,' in Proc. SPIE, vol.3661,pp.1406-1417, 1999
  13. M Stahl, T Aach, S Dippel, 'Digital radiography enhancement by nonlinear multiscale processing,' Medical physics, vol.27, no. 1, pp.56-65, 2000 https://doi.org/10.1118/1.598857
  14. C Fivez, P Vuylsteke, P Wambacq, P Suetens, E Schoeters, 'Multi-resolution contrast amplification in digital radiography with compensation for scattered radiation,' IEEE, vol.1, pp.339-342, 1996
  15. T Aach, 'Spectral transform-based nonlinear restoration of medical images: Algorithms and a comparative evaluation,' SPIE, vol.3646, pp.270-280, 1999