Deep Learning model for markerless tracking in spinal SBRT.

Toon Roggen,Mislav Bobic, Nasim Givehchi,Stefan G Scheib

Physica Medica（2020）

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摘要

•A Deep Learning model is developed to detect vertebra motion on a single 2D image.•Single-vertebra motion detection sensitivity is 1 mm.•Combining detection of several vertebrae in a single image allows sub-mm accuracy.•Rotation detection are based on a detection of all vertebrae in the image.•Spine rotations larger than 1°can be identified.

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关键词

Artificial intelligence,Deep Learning,Stereotactic body radiotherapy,Stereotactic radiosurgery,Real-time image analysis,Motion monitoring,Marker-less tracking

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