3D Segmentation of a Diagnostic Object in Ultrasound Images Using LoG Operator

초음파 영상에서 LoG 연산자를 이용한 진단 객체의 3차원 분할

  • 정말남 (경북대학교 전자공학과) ;
  • 곽종인 (경북대학교 전자공학과) ;
  • 김상현 (영산대학교 멀티미디어공학부) ;
  • 김남철 (경북대학교 전자공학과)
  • Published : 2003.08.01

Abstract

This paper proposes a three-dimensional (3D) segmentation algorithm for extracting a diagnostic object from ultrasound images by using a LoG operator In the proposed algorithm, 2D cutting planes are first obtained by the equiangular revolution of a cross sectional Plane on a reference axis for a 3D volume data. In each 2D ultrasound image. a region of interest (ROI) box that is included tightly in a diagnostic object of interest is set. Inside the ROI box, a LoG operator, where the value of $\sigma$ is adaptively selected by the distance between reference points and the variance of the 2D image, extracts edges in the 2D image. In Post processing. regions of the edge image are found out by region filling, small regions in the region filled image are removed. and the contour image of the object is obtained by morphological opening finally. a 3D volume of the diagnostic object is rendered from the set of contour images obtained by post-processing. Experimental results for a tumor and gall bladder volume data show that the proposed method yields on average two times reduction in error rate over Krivanek's method when the results obtained manually are used as a reference data.

Keywords

References

  1. IEEE Signal Processing Magazine v.14 Signal acquisition and processing in medical diagnostic ultrasound J.U.Quistgaard https://doi.org/10.1109/79.560325
  2. IEEE Engineering in Medicine and Biology Magazine v.15 3-D ultrasound imaging A.Fenster;D.B.Downey
  3. 요추의 2차원 CT 영상을 이용한 3차원 형상모델링의 자동화 연구 v.20 no.5 김성민;김성재;서성영;탁계래
  4. 영역 확장 기반 추적을 이용한 3차원 의료 영상 분할 기법 v.21 no.3 고선영;이재연;임정은;나종범
  5. Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. in Proc. IEEE Int. Conf. v.4 Energy functions for the segmentation of ultrasound volume data using active rays M.Martin;E.Rodriguez https://doi.org/10.1109/ICASSP.2000.859293
  6. Proc. SPIE Sym. on Medical Imaging: Ultrasonic Imaging and Signal processing Unsupervised estimation of the left ventricular boundary in dchocardiographic inage sequences using edge probabilities D-Seop Shin;P.A.Kelly
  7. IEEE Ultra sonics Symp. Three dimensional ultrasonic imaging for diagnosis of breast tumor S.Ogawa;K.Itoh
  8. Int. J. Comput. Vis. v.1 Snakes : Active contour models M.Kass;A.Witkin;D.Terzopoulos
  9. Proc. Roy. Soc. v.207 no.B207 Theory of edge detection D.Marr;H.Hildreth https://doi.org/10.1098/rspb.1980.0020
  10. Fundamental of Three-Dimensional Computer Graphics A.Watt
  11. Proc. IEEE Int. Conf. Image Processing v.2 A comparison of wavelet transform feature for texture image annotation W.Y.Ma;B.S.Manjunath https://doi.org/10.1109/ICIP.1995.537463
  12. J. Visual Comm. And Image Representation v.1 no.1 Morphological segmentation F.Meyer;S.Beucher
  13. Proc. ICA SSP Analysis and synthesis of facial expressions in knowledge based coding of facial image sequences C.S.Choi;H.Harashiam;T.Takebe