Personalized CT Organ Dose Estimation from Scout Images

[1]  Taly Gilat Schmidt,et al.  Evaluation of deep learning segmentation for rapid, patient-specific CT organ dose estimation using an LBTE solver , 2020 .

[2]  Michael M Lell,et al.  Recent and Upcoming Technological Developments in Computed Tomography: High Speed, Low Dose, Deep Learning, Multienergy. , 2020, Investigative radiology.

[3]  C S Chui,et al.  A Monte Carlo approach to patient-specific dosimetry. , 1996, Medical physics.

[4]  Shenghua Gao,et al.  CE-Net: Context Encoder Network for 2D Medical Image Segmentation , 2019, IEEE Transactions on Medical Imaging.

[5]  Alexander Maslowski,et al.  Acuros CTS: A fast, linear Boltzmann transport equation solver for computed tomography scatter - Part II: System modeling, scatter correction, and optimization. , 2018, Medical physics.

[6]  B. Raaymakers,et al.  Deep learning prediction of proton and photon dose distributions for paediatric abdominal tumours. , 2020, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.

[7]  Aldo Badano,et al.  Accelerating Monte Carlo simulations of photon transport in a voxelized geometry using a massively parallel graphics processing unit. , 2009, Medical physics.

[8]  Bipul Das,et al.  Assessment of optimal deep learning configuration for vertebrae segmentation from CT images , 2019, Medical Imaging.

[9]  Thomas Brox,et al.  3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation , 2016, MICCAI.

[10]  Xiaowei Liu,et al.  A preliminary study of a photon dose calculation algorithm using a convolutional neural network , 2020, Physics in medicine and biology.

[11]  Jiawei Fan,et al.  Data-driven dose calculation algorithm based on deep U-Net , 2020, Physics in medicine and biology.

[12]  Ehsan Samei,et al.  A real-time Monte Carlo tool for individualized dose estimations in clinical CT , 2019, Physics in medicine and biology.

[13]  Jan J W Lagendijk,et al.  DeepDose: Towards a fast dose calculation engine for radiation therapy using deep learning , 2020, Physics in medicine and biology.

[14]  Is it possible to kill the radiation risk issue in computed tomography? , 2020, Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics.

[15]  Thomas Brox,et al.  U-Net: Convolutional Networks for Biomedical Image Segmentation , 2015, MICCAI.

[16]  Torsten Kuwert,et al.  A deep learning approach to radiation dose estimation , 2019, Physics in medicine and biology.

[17]  John Damilakis,et al.  CT Dosimetry , 2020, Investigative radiology.

[18]  A. Engel,et al.  CT scout view as an essential part of CT reading. , 2007, Australasian radiology.