Prostate Brachytherapy Seed Segmentation Using Spoke Transform
نویسندگان
چکیده
Permanent implantation of radioactive seeds is a viable and effective therapeutic option widely used today for early stage prostate cancer. In order to perform intraoperative dosimetry the seed locations must be determined accurately with high efficiency. However, the task of seed segmentation is often hampered by the wide range of signal-to-noise ratios represented in the x-ray images due to highly non-uniform background. To circumvent the problem we have developed a new method, the spoke transform, to segment the seeds from the background. This method uses spoke-like rotating line segments within the two concentric windows. The mean intensity value of the pixels that fall on each rotated line segment best describing the intersection between the seed that we are trying to segment is chosen. The inner window gives an indication of the background level immediately surrounding the seeds. The outer window is an isolated region not being segmented and represents a non-seed area in need of enhancement and a detection decision. The advantages of the method are its ability (1) to work with spatially varying local backgrounds and (2) to segment the hidden seeds. Pd-103 and I-125 images demonstrate the effectiveness of the spoke transform.
منابع مشابه
Implicit active contours for automatic brachytherapy seed segmentation in fluoroscopy
Motivation: In prostate brachytherapy, intra-operative dosimetry would be ideal to allow for rapid evaluation of the implant quality while the patient is still in the treatment position. Such a mechanism, however, requires 3-D visualization of the currently deposited seeds relative to the prostate. Thus, accurate, robust, and fully-automatic seed segmentation is of critical importance in achiev...
متن کاملXWH - 06 - 1 - 0003 TITLE : Intra - Operative Dosimetry in Prostate Brachytherapy
We have developed a tomosynthesis-based radioactive seed localization method for prostate brachytherapy. In contrast to the projection image-based matching approach, our method does not involve explicit segmentation of seeds and can recover hidden seeds. Modified distance map images are computed from a limited number of x-ray projection images, and are backprojected to reconstuct a 3-D volume o...
متن کاملAutomatic segmentation of radiographic fiducial and seeds from X-ray images in prostate brachytherapy.
Prostate brachytherapy guided by transrectal ultrasound is a common treatment option for early stage prostate cancer. Prostate cancer accounts for 28% of cancer cases and 11% of cancer deaths in men with 217,730 estimated new cases and 32,050 estimated deaths in 2010 in the United States alone. The major current limitation is the inability to reliably localize implanted radiation seeds spatiall...
متن کامل3D Prostate Segmentation in Ultrasound Images using Image Deformation and Shape Fitting
Prostate cancer is the second leading cause of cancer death in men affecting one man in six during their lifetime. In prostate brachytherapy to generate a plan of the seed positions, a pre-operative volume study is carried out by obtaining 8-14 transverse 2D ultrasound images. These images are then manually segmented which is both time consuming and dependent on the experience of the oncologist...
متن کاملThree-dimensional seed reconstruction for prostate brachytherapy using Hough trajectories.
In order to perform intra-operative or post-implant dosimetry in prostate brachytherapy, the 3D coordinates of the implanted radioactive seeds must be determined. Film or fluoroscopy based seed reconstruction techniques use back projection of x-ray data obtained at two or three x-ray positions. These methods, however, do not perform well when some of the seed images are undetected. To overcome ...
متن کامل