Combining the patient's 3D computed tomography (CT) dose planning scan with radiotherapy (RT) session image recordings, we develop a novel technique to track the patient's body motion. A multimodal registration algorithm allows to quantify three-dimensional movements, providing a tool to control and correct patient positioning.