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Clinical Evaluation of Deep Learning-Based Auto-Segmentation Toward MRI-Only Prostate Radiotherapy

J. A. Perez-Sanchez,R. J. Brisson,K. E. Hitchcock,R. A. Zlotecki, Y. Badyal,C. Liu, G. Yan

International journal of radiation oncology, biology, physics(2023)

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摘要
We evaluated the clinical acceptability of deep learning-based auto-segmentation models for prostate radiotherapy, one for MRI and one for MRCAT delineation. Both models demonstrated superior accuracy, and a high degree of consistency, offering the potential for significant time saving in treatment planning and improved workflow efficiency.
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