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depth prediction model method  (Respiratory Motion)

 
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    Respiratory Motion depth prediction model method
    Depth Prediction Model Method, supplied by Respiratory Motion, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/predictive+modeling+method/depth+prediction+model+method/pmc09184446-192-9-41
    Average 90 stars, based on 1 article reviews
    depth prediction model method - by Bioz Stars, 2026-11
    90/100 stars

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    Extraction:

    Article Title: Respiratory Prediction Based on Multi-Scale Temporal Convolutional Network for Tracking Thoracic Tumor Movement
    Article Snippet: The method was validated by using respiratory motion signals from multiple patients with malignant tumors in the database of the Institute of Robotics and Cognitive Systems, University of Lübeck, Germany. .. The results of this paper show that (1) the depth prediction model method proposed in this paper is superior to other benchmark models in terms of delay prediction precision and time update efficiency (2); it verifies that the decomposition of complex respiratory motion signals by using EMD can further improve the prediction precision of the prediction model (3); the multi-scale CNN containing attention mechanisms has a better feature extraction ability for finite IMFs of respiratory motion signals. .. This work solves one of the major challenges for precise prediction of the state of patient respiratory motion signals, and in medical practice, the proposed method has important practical significance for precision radiation therapy.



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