Incorporating human and learned domain knowledge into training deep neural networks: A differentiable dose‐volume histogram and adversarial inspired framework for generating Pareto optimal dose distributions in radiation therapy

A feasibility study for predicting optimal radiation therapy dose distributions of prostate cancer patients from patient anatomy using deep learning

(2019) Dan Nguyen et al.   Scientific Reports

Three‐Dimensional Dose Prediction for Lung IMRT Patients with Deep Neural Networks: Robust Learning from Heterogeneous Beam Configurations

(2019) A. M. Barragán‐Montero et al.   MEDICAL PHYSICS

Knowledge‐based automated planning with three‐dimensional generative adversarial networks

(2019) Aaron Babier et al.   MEDICAL PHYSICS

Knowledge-based automated planning for oropharyngeal cancer

(2018) Aaron Babier et al.   MEDICAL PHYSICS

Automatic treatment planning based on three-dimensional dose distribution predicted from deep learning technique

(2018) Jiawei Fan et al.   MEDICAL PHYSICS

Deterministic direct aperture optimization using multiphase piecewise constant segmentation

(2017) Dan Nguyen et al.   MEDICAL PHYSICS

Sparsity constrained split feasibility for dose-volume constraints in inverse planning of intensity-modulated photon or proton therapy

(2017) Scott Penfold et al.   PHYSICS IN MEDICINE AND BIOLOGY

Predicting liver SBRT eligibility and plan quality for VMAT and 4π plans

(2017) Angelia Tran et al.   Radiation Oncology

Clinical decision support of radiotherapy treatment planning: A data-driven machine learning strategy for patient-specific dosimetric decision making

(2017) Gilmer Valdes et al.   RADIOTHERAPY AND ONCOLOGY

SU-G-TeP1-09: Modality-Specific Dose Gradient Modeling for Prostate IMRT Using Spherical Distance Maps of PTV and Isodose Contours

(2016) MM Folkerts et al.   MEDICAL PHYSICS

Computerized triplet beam orientation optimization for MRI-guided Co-60 radiotherapy

(2016) Dan Nguyen et al.   MEDICAL PHYSICS

A comprehensive formulation for volumetric modulated arc therapy planning

(2016) Dan Nguyen et al.   MEDICAL PHYSICS

Knowledge-based prediction of three-dimensional dose distributions for external beam radiotherapy

(2015) Satomi Shiraishi et al.   MEDICAL PHYSICS

Dose domain regularization of MLC leaf patterns for highly complex IMRT plans

(2015) Dan Nguyen et al.   MEDICAL PHYSICS

Knowledge-based prediction of plan quality metrics in intracranial stereotactic radiosurgery

(2015) Satomi Shiraishi et al.   MEDICAL PHYSICS

A DVH-guided IMRT optimization algorithm for automatic treatment planning and adaptive radiotherapy replanning

(2014) Masoud Zarepisheh et al.   MEDICAL PHYSICS

Improved robotic stereotactic body radiation therapy plan quality and planning efficacy for organ-confined prostate cancer utilizing overlap-volume histogram-driven planning methodology

(2014) Binbin Wu et al.   RADIOTHERAPY AND ONCOLOGY

A Knowledge-Based Approach to Improving and Homogenizing Intensity Modulated Radiation Therapy Planning Quality Among Treatment Centers: An Example Application to Prostate Cancer Planning

(2013) David Good et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Modeling the dosimetry of organ-at-risk in head and neck IMRT planning: An intertechnique and interinstitutional study

(2013) Jun Lian et al.   MEDICAL PHYSICS

Using overlap volume histogram and IMRT plan data to guide and automate VMAT planning: A head-and-neck case study

(2013) Binbin Wu et al.   MEDICAL PHYSICS

Integral dose investigation of non-coplanar treatment beam geometries in radiotherapy

(2013) Dan Nguyen et al.   MEDICAL PHYSICS

Quantitative analysis of the factors which affect the interpatient organ-at-risk dose sparing variation in IMRT plans

(2012) Lulin Yuan et al.   MEDICAL PHYSICS

An overlap-volume-histogram based method for rectal dose prediction and automated treatment planning in the external beam prostate radiotherapy following hydrogel injection

(2012) Yidong Yang et al.   MEDICAL PHYSICS

Predicting dose-volume histograms for organs-at-risk in IMRT planning

(2012) Lindsey M. Appenzoller et al.   MEDICAL PHYSICS

State of the art on dose prescription, reporting and recording in Intensity-Modulated Radiation Therapy (ICRU report No. 83)

(2011) V. Grégoire et al.   Cancer Radiotherapie

Experience-Based Quality Control of Clinical Intensity-Modulated Radiotherapy Planning

(2011) Kevin L. Moore et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Improved Planning Time and Plan Quality Through Multicriteria Optimization for Intensity-Modulated Radiotherapy

(2011) David L. Craft et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

A planning quality evaluation tool for prostate adaptive IMRT based on machine learning

(2011) Xiaofeng Zhu et al.   MEDICAL PHYSICS

Data-Driven Approach to Generating Achievable Dose–Volume Histogram Objectives in Intensity-Modulated Radiotherapy Planning

(2010) Binbin Wu et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

A First-Order Primal-Dual Algorithm for Convex Problems with Applications to Imaging

(2010) Antonin Chambolle et al.   JOURNAL OF MATHEMATICAL IMAGING AND VISION

Volumetric Modulated Arc Therapy and Conventional Intensity-modulated Radiotherapy for Simultaneous Maximal Intraprostatic Boost: a Planning Comparison Study

(2009) R. Shaffer et al.   CLINICAL ONCOLOGY

A Comparison of Volumetric Modulated Arc Therapy and Conventional Intensity-Modulated Radiotherapy for Frontal and Temporal High-Grade Gliomas

(2009) Richard Shaffer et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Integral dose conservation in radiotherapy

(2009) Adam S. Reese et al.   MEDICAL PHYSICS

Patient geometry-driven information retrieval for IMRT treatment plan quality control

(2009) Binbin Wu et al.   MEDICAL PHYSICS

A generalized inverse planning tool for volumetric-modulated arc therapy

(2009) Daliang Cao et al.   PHYSICS IN MEDICINE AND BIOLOGY

Volumetric Modulated Arc Therapy for Delivery of Prostate Radiotherapy: Comparison With Intensity-Modulated Radiotherapy and Three-Dimensional Conformal Radiotherapy

(2008) David Palma et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Pareto navigation—algorithmic foundation of interactive multi-criteria IMRT planning

(2008) M Monz et al.   PHYSICS IN MEDICINE AND BIOLOGY