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Segmentation of iodine brachytherapy implants in fluoroscopy
Authors:Eric Moult  Gabor Fichtinger  W James Morris  Septimiu E Salcudean  Ehsan Dehghan  Pascal Fallavollita
Institution:1. Queen??s University, Kingston, Canada
2. Vancouver Cancer Centre, Vancouver, BC, Canada
3. University of British Columbia, Vancouver, Canada
4. Johns Hopkins University, Baltimore, MD, USA
5. Technische Universit?t M??nchen, Munich, Germany
Abstract:

Purpose

In prostate brachytherapy, intraoperative dosimetry would allow for evaluation of the implant quality while the patient is still in treatment position. Such a mechanism, however, requires 3-D visualization of the deposited seeds relative to the prostate. It follows that accurate and robust seed segmentation is of critical importance in achieving intraoperative dosimetry.

Methods

Implanted iodine brachytherapy seeds are segmented via a region-based implicit active contour model. Overlapping seed groups are then resolved using a template-based declustering technique.

Results

Ground truth seed coordinates were obtained through manual segmentation. A total of 57 clinical C-arm images from 10 patients were used to validate the proposed algorithm. This resulted in two failed images and a 96.0% automatic detection rate with a corresponding 2.2% false-positive rate in the remaining 55 images. The mean centroid error between the manual and automatic segmentations was 1.2 pixels.

Conclusions

Robust and accurate iodine seed segmentation can be achieved through the proposed segmentation workflow.
Keywords:
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