ArticlePhysics in medicine and biology2020
Automated MV markerless tumor tracking for VMAT.
Article in Physics in medicine and biology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed, 11 citations in OpenAlex.
- Characterization and Clinical Translation of a Novel Prototype Kilovoltage Dual-Layer Imager for Onboard Imaging.International journal of radiation oncology, biology, physics · 2026Article
- Megavoltage intrafraction monitoring and position uncertainty in gimbaled markerless dynamic tumor tracking treatment of lung tumors.Medical physics · 2025Article
- Deep learning-based target decomposition for markerless lung tumor tracking in radiotherapy.Medical physics · 2024Article
- The markerless lung target tracking AAPM Grand Challenge (MATCH) results.Medical physics · 2022Article
- Improvements in beam's eye view fiducial tracking using a novel multilayer imager.Physics in medicine and biology · 2021Article
- Clinical translation of a new flat-panel detector for beam's-eye-view imaging.Physics in medicine and biology · 2020Article
- GPU-accelerated Monte Carlo simulation of MV-CBCT.Physics in medicine and biology · 2020Article
- A rapid, accurate image simulation strategy for mega-voltage cone-beam computed tomography.Physics in medicine and biology · 2020Article
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Authors and funding
13 authors at 2 institutions in 2 countries.
Funding
Abstract
Tumor tracking during radiotherapy treatment can improve dose accuracy, conformity and sparing of healthy tissue. Many methods have been introduced to tackle this challenge utilizing multiple imaging modalities, including a template matching based approach using the megavoltage (MV) on-board portal imager demonstrated on 3D conformal treatments. However, the complexity of treatments is evolving with the introduction of VMAT and IMRT, and successful motion management is becoming more important due to a trend towards hypofractionation. We have developed a markerless lung tumor tracking algorithm, utilizing the electronic portal imager (EPID) of the treatment machine. The algorithm has been specifically adapted to track during complex treatment deliveries with gantry and MLC motion. The core of the algorithm is an adaptive template matching method that relies on template stability metrics and local relative orientations to perform multiple feature tracking simultaneously. Only a single image is required to initialize the algorithm and features are automatically added, modified or removed in response to the input images. This algorithm was evaluated against images collected during VMAT arcs of a dynamic thorax phantom. Dynamic phantom images were collected during radiation delivery for multiple lung SBRT breathing traces and an example patient data set. The tracking error was 1.34 mm for the phantom data and 0.68 mm for the patient data. A multi-region, markerless tracking algorithm has been developed, capable of tracking multiple features simultaneously without requiring any other a priori information. This novel approach delivers robust target localization during complex treatment delivery. The reported tracking error is similar to previous reports for 3D conformal treatments.
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