Multi-resolution parallel integral projection for fast localization of a straight electrode in 3D ultrasound images

We address the problem of fast and accurate localization of miniature surgical instruments like needles or electrodes using 3D ultrasound (US). An algorithm based on maximizing a parallel integral transform (PIP) can automatically localize line-shaped objects in 3D US images with accuracy on the order of hundreds of micrometers. Here we propose to use a multi-resolution to accelerate the algorithm significantly. We use a maximum function for downsampling to preserve the high intensity voxels of a thin electrode. We integrate the multi-resolution pyramid into a hierarchical mesh-grid search of PIP. The experiments with a tissue mimicking phantom and breast biopsy data show that proposed method works well on real US images. The speed-up is threefold compared to original PIP method with the same accuracy 0.4 mm. A further speed-up up to 16 times is reached by an early stopping of the optimization, at the expense of some loss of accuracy.

[1]  Christian Cachard,et al.  Automatic localization of curvilinear object in 3D ultrasound images , 2005, SPIE Medical Imaging.

[2]  M. Christian,et al.  Localization of Surgical Instruments in 3D Ultrasound Images , 2007 .

[3]  J. Arendt Paper presented at the 10th Nordic-Baltic Conference on Biomedical Imaging: Field: A Program for Simulating Ultrasound Systems , 1996 .

[4]  J. Stoer,et al.  Introduction to Numerical Analysis , 2002 .

[5]  Arnold Neumaier,et al.  Introduction to Numerical Analysis , 2001 .

[6]  T. Peters Image-guidance for surgical procedures , 2006, Physics in medicine and biology.

[7]  A Fenster,et al.  An algorithm for automatic needle localization in ultrasound-guided breast biopsies. , 2000, Medical physics.

[8]  Christian Cachard,et al.  Acquire real-time RF digital ultrasound data from a commercial scanner , 2007 .

[9]  Robert D. Howe,et al.  GPU Based Real-Time Instrument Tracking with Three Dimensional Ultrasound , 2006, MICCAI.

[10]  J. Duhamel,et al.  Parallel integral projection transform for straight electrode localization in 3-D ultrasound images , 2008, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[11]  K. Boone,et al.  Effect of skin impedance on image quality and variability in electrical impedance tomography: a model study , 1996, Medical and Biological Engineering and Computing.

[12]  Weiguang Guan,et al.  Automatic needle segmentation in 3D ultrasound images , 2002, SPIE Medical Imaging.