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Showing 1 to 4 of 4 for “"automated contouring"”.

  1. Automated Radiotherapy Treatment Planning for Breast Cancer: A Robust to ol for Global Deployment

    … of these treatments.This thesis proposes an automated solution to address the limited accessibility of radiotherapy planning in breast cancer management by developing an end-to-end automated treatment planning model and evaluating its performance and limitations across diverse patient …

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  2. Automating The Radiation Therapy Treatment Planning Process For Pediatric Patients With Medulloblastoma

    … tumor resection cavity. In this study we automated the treatment planning process for the primary course and boost treatment using deep learning and other automation approaches for autocontouring and autoplanning.</p> <p>First, we developed and tested a 3D conformal CSI autoplanning tool …

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  3. Automation of Radiation Treatment Planning For Cervical Cancer

    … radiation treatment plans. To fill the gap, we automated the entire radiation treatment planning process by automating the contouring, planning, and quality assurance (QA) processes in cervical cancer radiation treatment.</p> <p>To create a high-quality radiation treatment plan, accurate …

    uthsc Repository record for Automation of Radiation Treatment Planning For Cervical Cancer (opens in a new tab)

  4. Evaluation of an End-to-End Radiotherapy Treatment Planning Pipeline for Prostate Cancer

    … Quality contours were extracted per established contouring guidelines in the literature. Model refinement on a holdout fine-tune dataset was used to verify model contours before quantitative and qualitative evaluation on the holdout test set. Predicted contours resulted in contours comparable in …

    uthsc Repository record for Evaluation of an End-to-End Radiotherapy Treatment Planning Pipeline for Prostate Cancer (opens in a new tab)