Multi-object tracking in MRI-guided radiotherapy using the tracking-learning-detection framework.

Dhont, Jennifer; Vandemeulebroucke, Jef; Cusumano, Davide; Boldrini, Luca; Cellini, Francesco; Valentini, Vincenzo; Verellen, Dirk · Radiother Oncol · 2019

other · Level V

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Abstract

The application of the tracking-learning-detection (TLD) framework; a performant tracking algorithm for real-life objects in CCD video, was evaluated and successfully optimized for tracking anatomical structures in low-quality 2D cine-MRI acquired during MRI-guided radiotherapy. Sub-pixel tracking accuracy and >95% precision and recall was achieved despite significant deformations and periodical disappearance.

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