Prediction of in-plane organ deformation during free-breathing radiotherapy via discriminative spatial transformer networks

•Free-breathing motion compensation aimed at image-guided radiotherapy.•Novel framework with multi-scale feature extraction and spatial transformation for in-plane motion prediction and future frame generation.•Prediction of the next k deformations from a given input image sequence.•Validation on di...

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