Three-Dimensional Ultrasound Mosaicing

The creation of 2D ultrasound mosaics is becoming a common clinical practice with a high clinical value. The next step coming along with the increasing availability of 2D array transducers is the creation of 3D mosaics. In the literature of ultrasound registration, the alignment of multiple images has not yet been addressed. Therefore, we propose registration strategies, which are able to cope with problems arising by multiple image alignment. Among others, we use simultaneous registration which urges the usage of multivariate similarity measures. In this paper, we propose alternative multivariate extensions based on a maximum likelihood framework. Experimental results show the good performance of the proposed registration strategies and similarity measures.

[1]  I. Holopainen Riemannian Geometry , 1927, Nature.

[2]  J. Kruskal On the shortest spanning subtree of a graph and the traveling salesman problem , 1956 .

[3]  Michael Satosi Watanabe,et al.  Information Theoretical Analysis of Multivariate Correlation , 1960, IBM J. Res. Dev..

[4]  Fazlollah M. Reza,et al.  Introduction to Information Theory , 2004, Lecture Notes in Electrical Engineering.

[5]  N. Meyers,et al.  H = W. , 1964, Proceedings of the National Academy of Sciences of the United States of America.

[6]  Athanasios Papoulis,et al.  Probability, Random Variables and Stochastic Processes , 1965 .

[7]  S. Helgason Differential Geometry, Lie Groups, and Symmetric Spaces , 1978 .

[8]  Yiu Cheung Shiu,et al.  Calibration of wrist-mounted robotic sensors by solving homogeneous transform equations of the form AX=XB , 1989, IEEE Trans. Robotics Autom..

[9]  A. Izenman Recent Developments in Nonparametric Density Estimation , 1991 .

[10]  Lisa M. Brown,et al.  A survey of image registration techniques , 1992, CSUR.

[11]  William H. Press,et al.  The Art of Scientific Computing Second Edition , 1998 .

[12]  J. Spall Multivariate stochastic approximation using a simultaneous perturbation gradient approximation , 1992 .

[13]  T. Tsujishita,et al.  On Triple Mutual Information , 1994 .

[14]  Frank Chongwoo Park,et al.  Robot sensor calibration: solving AX=XB on the Euclidean group , 1994, IEEE Trans. Robotics Autom..

[15]  Jose Luis Beltran Guerrero,et al.  Multivariate mutual information , 1994 .

[16]  Nicholas Ayache,et al.  Randomness and geometric features in computer vision , 1996, Proceedings CVPR IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[17]  David J. Hawkes,et al.  Incorporating connected region labelling into automated image registration using mutual information , 1996, Proceedings of the Workshop on Mathematical Methods in Biomedical Image Analysis.

[18]  Jae Hyun Kim,et al.  US extended-field-of-view imaging technology. , 1997, Radiology.

[19]  N. Ayache,et al.  Multimodal Image Registration by Maximization of the Correlation Ratio , 1998 .

[20]  James Davis,et al.  Mosaics of scenes with moving objects , 1998, Proceedings. 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.98CB36231).

[21]  X. Pennec Computing the Mean of Geometric Features Application to the Mean Rotation , 1998 .

[22]  C R Meyer,et al.  Semiautomatic registration of volumetric ultrasound scans. , 1999, Ultrasound in medicine & biology.

[23]  Roy W. Martin,et al.  Three-dimensional spatial compounding of ultrasound scans with incidence angle weighting , 1999, 1999 IEEE Ultrasonics Symposium. Proceedings. International Symposium (Cat. No.99CH37027).

[24]  Colin Studholme,et al.  An overlap invariant entropy measure of 3D medical image alignment , 1999, Pattern Recognit..

[25]  Charles R. Meyer,et al.  Multi-variate Mutual Information for Registration , 1999, MICCAI.

[26]  Xavier Pennec,et al.  Probabilities and statistics on Riemannian manifolds: Basic tools for geometric measurements , 1999, NSIP.

[27]  C. Meyer,et al.  3D compounding of B‐scan ultrasound images , 1999 .

[28]  Nicholas Ayache,et al.  Medical Image Analysis: Progress over Two Decades and the Challenges Ahead , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[29]  J F Krücker,et al.  3D spatial compounding of ultrasound images using image-based nonrigid registration. , 2000, Ultrasound in medicine & biology.

[30]  Nicholas Ayache,et al.  Unifying maximum likelihood approaches in medical image registration , 2000 .

[31]  John A. Williams,et al.  Global 3D rigid registration of medical images , 2000, Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101).

[32]  Daniel Cohen-Or,et al.  Mosaicing Ultrasonic Volumes for Visual Simulation , 2000, IEEE Computer Graphics and Applications.

[33]  Matsuda,et al.  Physical nature of higher-order mutual information: intrinsic correlations and frustration , 2000, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[34]  Michael Felsberg,et al.  The monogenic signal , 2001, IEEE Trans. Signal Process..

[35]  P. Peetrons Ultrasound of muscles , 2001, European Radiology.

[36]  Erik Gundersen Miller,et al.  Learning from one example in machine vision by sharing probability densities , 2002 .

[37]  A. Ignee,et al.  [Imaging of the abdomen. , 2002, Zeitschrift fur Gastroenterologie.

[38]  B. Tutschek,et al.  Advantages of and applications for extended field-of-view ultrasound in obstetrics , 2003, Archives of Gynecology and Obstetrics.

[39]  John M. Lee Introduction to Smooth Manifolds , 2002 .

[40]  P.L. Carson,et al.  Rapid elastic image registration for 3-D ultrasound , 2002, IEEE Transactions on Medical Imaging.

[41]  Kyoung Ho Lee,et al.  Extended field-of-view sonography: advantages in abdominal applications. , 2003, Journal of ultrasound in medicine : official journal of the American Institute of Ultrasound in Medicine.

[42]  Max A. Viergever,et al.  Mutual-information-based registration of medical images: a survey , 2003, IEEE Transactions on Medical Imaging.

[43]  João M. Sanches,et al.  Joint image registration and volume reconstruction for 3D ultrasound , 2003, Pattern Recognit. Lett..

[44]  Stephen R. Marsland,et al.  Groupwise Non-rigid Registration Using Polyharmonic Clamped-Plate Splines , 2003, MICCAI.

[45]  Zvi Friedman,et al.  A new method of spatial compounding imaging. , 2003, Ultrasonics.

[46]  Andrew H. Gee,et al.  Rapid registration for wide field of view freehand three-dimensional ultrasound , 2003, IEEE Transactions on Medical Imaging.

[47]  S. Stearns,et al.  Registration of image cubes using multivariate mutual information , 2003, The Thrity-Seventh Asilomar Conference on Signals, Systems & Computers, 2003.

[48]  Daniel Rueckert,et al.  Consistent groupwise non-rigid registration for atlas construction , 2004, 2004 2nd IEEE International Symposium on Biomedical Imaging: Nano to Macro (IEEE Cat No. 04EX821).

[49]  C. Taylor,et al.  A unified information-theoretic approach to the correspondence problem in image registration , 2004, ICPR 2004.

[50]  Stephen R. Marsland,et al.  Groupwise Non-Rigid Registration: The Minimum Description Length Approach , 2004, BMVC.

[51]  Colin Studholme,et al.  A template free approach to volumetric spatial normalization of brain anatomy , 2004, Pattern Recognit. Lett..

[52]  Nicholas Ayache,et al.  Uniform Distribution, Distance and Expectation Problems for Geometric Features Processing , 1998, Journal of Mathematical Imaging and Vision.

[53]  Paul A. Viola,et al.  Alignment by Maximization of Mutual Information , 1997, International Journal of Computer Vision.

[54]  Claus Gramkow,et al.  On Averaging Rotations , 2001, International Journal of Computer Vision.

[55]  Yohan Payan,et al.  Rigid Registration of Freehand 3D Ultrasound and CT-Scan Kidney Images , 2004, MICCAI.

[56]  David J. Hawkes,et al.  Registration of freehand 3D ultrasound and magnetic resonance liver images , 2004, Medical Image Anal..

[57]  Richard Szeliski,et al.  Multi-image matching using multi-scale oriented patches , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[58]  Nassir Navab,et al.  Automatic Registration and Fusion of Ultrasound with CT for Radiotherapy , 2005, MICCAI.

[59]  Timothy F. Cootes,et al.  A Unified Information-Theoretic Approach to Groupwise Non-rigid Registration and Model Building , 2005, IPMI.

[60]  Michael Ying,et al.  Comparison of extended field of view and dual image ultrasound techniques: accuracy and reliability of distance measurements in phantom study. , 2005, Ultrasound in medicine & biology.

[61]  W. Eric L. Grimson,et al.  Efficient Population Registration of 3D Data , 2005, CVBIA.

[62]  J. Alison Noble,et al.  Adaptive Multiscale Ultrasound Compounding Using Phase Information , 2005, MICCAI.

[63]  H. Torp,et al.  Real-time volume stitching in 4D echocardiography , 2005, IEEE Ultrasonics Symposium, 2005..

[64]  D. McNally,et al.  Demonstration of the appearance of the paraspinal musculoligamentous structures of the cervical spine using ultrasound , 2005, Clinical anatomy.

[65]  Richard W. Prager,et al.  Tomographic estimation of the point-spread function of an ultrasound imaging system for deconvolution , 2005 .

[66]  Lilla Zöllei,et al.  A unified information theoretic framework for pair- and group-wise registration of medical images , 2006 .

[67]  Xavier Pennec,et al.  Statistical Computing on Manifolds for Computational Anatomy , 2006 .

[68]  N. Ayache,et al.  Bi-invariant Means in Lie Groups. Application to Left-invariant Polyaffine Transformations , 2006 .

[69]  Nassir Navab,et al.  Backward-Warping Ultrasound Reconstruction for Improving Diagnostic Value and Registration , 2006, MICCAI.

[70]  Nicholas Ayache,et al.  Robust mosaicing with correction of motion distortions and tissue deformations for in vivo fibered microscopy , 2006, Medical Image Anal..

[71]  Robert N Rohling,et al.  Three-dimensional extended field-of-view ultrasound. , 2006, Ultrasound in medicine & biology.

[72]  J. Alison Noble,et al.  Phase-Based Registration of Multi-view Real-Time Three-Dimensional Echocardiographic Sequences , 2006, MICCAI.

[73]  Richard W Prager,et al.  Subsample interpolation strategies for sensorless freehand 3D ultrasound. , 2006, Ultrasound in medicine & biology.

[74]  Michael Brady,et al.  Simultaneous Multiple Image Registration Method for T1 Estimation in Breast MRI Images , 2006, MICCAI.

[75]  Xavier Pennec,et al.  Intrinsic Statistics on Riemannian Manifolds: Basic Tools for Geometric Measurements , 2006, Journal of Mathematical Imaging and Vision.

[76]  Graham M. Treece,et al.  Ultrasound compounding with automatic attenuation compensation using paired angle scans. , 2007, Ultrasound in medicine & biology.