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Published on: October 27, 2023
A fiducial detection algorithm for real-time image guided IMRT based on simultaneous MV and kV imaging
Weihua Mao1, Nadeem Riaz, Louis Lee
1Department of Radiation Oncology, Stanford University School of Medicine, Stanford, California 94305-5847, USA.
This study presents an algorithm for real-time tracking of internal fiducial markers during radiation therapy. The method overcomes challenges like motion blur and scattered radiation, enabling precise tumor tracking for improved treatment accuracy.
Area of Science:
- Medical Physics
- Radiation Oncology
- Image-Guided Therapy
Background:
- Highly conformal radiation therapy techniques like 3DCRT and IMRT are limited by intrafraction organ motion.
- Real-time 3D positioning of internal fiducial markers is crucial for overcoming these limitations.
Purpose of the Study:
- To develop and validate an algorithm for near real-time 3D tracking of fiducial markers during radiation therapy.
- To address key challenges hindering the clinical application of image-guided radiation therapy.
Main Methods:
- Analysis of simultaneous onboard kV and treatment MV beam images to determine fiducial marker positions.
- Investigated the impact of fiducial motion blur, MV beam scattering, and MLC-modified MV fields on detection.
- Implemented methods to predict marker positions and reduce search regions for real-time tracking.
Main Results:
- Fiducial markers were successfully detected at speeds up to 1.6 cm/s.
- Common MV beams did not hinder fiducial detection in simultaneous kV images.
- The algorithm achieved an average detection time of 0.1 s or less per frame for three markers.
- Demonstrated real-time tracking capability even with degraded images, rapid motion, and blocked fiducials.
Conclusions:
- The developed algorithm enables real-time tracking of moving fiducial markers during 3DCRT and IMRT treatments.
- This technique can provide gating signals or enable intra-fractional tumor tracking.
- The system can alert therapists to patient motion, allowing for treatment suspension and repositioning.
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