Needle and seed segmentation in intra-operative 3D ultrasound-guided prostate brachytherapy.
In order to guide the needle to the correct location in 3D US-guided brachytherapy, the needle is continuously tracked as it is being inserted. A pre-scan before the needle insertion and a post-scan after the needle insertion are subtracted to obtain a difference image containing the needle. The image is projected along two orthogonal directions approximately perpendicular to the needle, and the 3D needle is reconstructed from the segmented needles in the two projected images. The seeds implanted with the needle are located in the cropped volume along the needle. Thus, the seeds are segmented using a tri-bar model and 3D line segment patterns. Finally, the positions of the seeds are determined using a peak detection technique. Experiments with agar and turkey/chicken phantoms as well as patient data demonstrated that our needle segmentation technique could segment the needle in near real-time with an accuracy of 0.6 mm in position and 1.0 degrees in orientation. The true-positive rate for seed segmentation is 100% for the agar phantom and 93% for the chicken phantom. The average distance to manual seed segmentation was 1.0mm for the agar phantom and 1.7 mm for the chicken phantom.
Ding
Mingyue
M
Imaging Research Laboratories, Robarts Research Institute, London, Ont., Canada. myding@mail.hust.edu.cn <myding@mail.hust.edu.cn>
Wei
Zhouping
Z
Gardi
Lori
L
Downey
Donal B
DB
Fenster
Aaron
A
D000465:Algorithms; D000818:Animals; D001185:Artificial Intelligence; D001918:Brachytherapy / Q000295:instrumentation* / Q000379:methods*; D002645:Chickens; D006801:Humans; D007089:Image Enhancement / Q000379:methods; D007090:Image Interpretation, Computer-Assisted / Q000379:methods; D021621:Imaging, Three-Dimensional / Q000379:methods*; D007430:Intraoperative Care / Q000379:methods; D008297:Male; D009339:Needles; D010363:Pattern Recognition, Automated / Q000379:methods; D019047:Phantoms, Imaging; D011471:Prostatic Neoplasms / Q000000981:diagnostic imaging* / Q000532:radiotherapy*; D019736:Prostheses and Implants; D011881:Radiotherapy, Computer-Assisted / Q000379:methods*; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity; D025321:Surgery, Computer-Assisted / Q000379:methods; D018084:Ultrasonography, Interventional / Q000379:methods*