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A motion-compensated image filter for low-dose fluoroscopy in a real-time tumor-tracking radiotherapy system
- Source :
- Journal of Radiation Research
- Publication Year :
- 2014
- Publisher :
- Oxford University Press, 2014.
-
Abstract
- In the real-time tumor-tracking radiotherapy system, a surrogate fiducial marker inserted in or near the tumor is detected by fluoroscopy to realize respiratory-gated radiotherapy. The imaging dose caused by fluoroscopy should be minimized. In this work, an image processing technique is proposed for tracing a moving marker in low-dose imaging. The proposed tracking technique is a combination of a motion-compensated recursive filter and template pattern matching. The proposed image filter can reduce motion artifacts resulting from the recursive process based on the determination of the region of interest for the next frame according to the current marker position in the fluoroscopic images. The effectiveness of the proposed technique and the expected clinical benefit were examined by phantom experimental studies with actual tumor trajectories generated from clinical patient data. It was demonstrated that the marker motion could be traced in low-dose imaging by applying the proposed algorithm with acceptable registration error and high pattern recognition score in all trajectories, although some trajectories were not able to be tracked with the conventional spatial filters or without image filters. The positional accuracy is expected to be kept within +/- 2 mm. The total computation time required to determine the marker position is a few milliseconds. The proposed image processing technique is applicable for imaging dose reduction.
- Subjects :
- Respiratory-Gated Imaging Techniques
respiratory motion
Computer science
imaging dose
Health, Toxicology and Mutagenesis
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Image processing
Radiation Dosage
Composite image filter
Sensitivity and Specificity
Imaging phantom
Motion
Radiation Protection
Region of interest
Computer Systems
Fiducial Markers
Neoplasms
medicine
Fluoroscopy
Humans
Radiology, Nuclear Medicine and imaging
Computer vision
respiratory-gated radiotherapy
Motion compensation
real-time tracking
Radiation
medicine.diagnostic_test
business.industry
Phantoms, Imaging
Physics
Reproducibility of Results
Signal Processing, Computer-Assisted
Image Enhancement
image processing
motion compensation
Respiratory Mechanics
Artificial intelligence
Nuclear medicine
business
Fiducial marker
Artifacts
Radiotherapy, Image-Guided
Subjects
Details
- Language :
- English
- ISSN :
- 13499157 and 04493060
- Volume :
- 56
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Journal of Radiation Research
- Accession number :
- edsair.doi.dedup.....fecd3cf2e741f59ebe924bc4b7eec153