Artificial intelligence for Monte Carlo simulation in medical physics
Monte Carlo simulation of particle tracking in matter is the reference simulation method in
the field of medical physics. It is heavily used in various applications such as 1) patient dose …
the field of medical physics. It is heavily used in various applications such as 1) patient dose …
Implicit neural representation for radiation therapy dose distribution
Objective. Dose distribution data plays a pivotal role in radiotherapy treatment planning. The
data is typically represented using voxel grids, and its size ranges from 10 6 to 10 8. A …
data is typically represented using voxel grids, and its size ranges from 10 6 to 10 8. A …
High-particle simulation of monte-carlo dose distribution with 3D convlstms
Monte-Carlo simulation of radiotherapy dose remains an extremely time-consuming task,
despite being still the most precise tool for radiation transport calculation. To circumvent this …
despite being still the most precise tool for radiation transport calculation. To circumvent this …
Differentiable Gamma Index-Based Loss Functions: Accelerating Monte-Carlo Radiotherapy Dose Simulation
Abstract The Gamma index Passing Rate (GPR) is considered the preferred metric to
evaluate dose distributions in order to deliver safe radiotherapy treatments. For this reason …
evaluate dose distributions in order to deliver safe radiotherapy treatments. For this reason …
Unified Dosimetry Quality Audit Index: an integrated Monte Carlo model-based quality assurance ranking for radiotherapy treatment of glioblastoma multiforme
P Kumar C, LM Aggarwal, S Bhasi… - Radiation Effects and …, 2023 - Taylor & Francis
In the present research, we have developed a Unified Dosimetry Quality Audit Index
(UDQAI) decision support system supplemented with treatment planning systems for …
(UDQAI) decision support system supplemented with treatment planning systems for …
Deep learning-based methods for radiotherapy dose optimization
S Martinot - 2023 - theses.hal.science
Radiation therapy is a cornerstone of modern cancer treatment. Simulating the radiation
dose prior to delivery is a paramount step to ensure the safety and quality of the proposed …
dose prior to delivery is a paramount step to ensure the safety and quality of the proposed …
[图书][B] Data Representations and Data Quality in the Context of Machine Learning and Healthcare
VA Vasudevan - 2022 - search.proquest.com
DATA REPRESENTATIONS AND DATA QUALITY IN THE CONTEXT OF MACHINE LEARNING AND
HEALTHCARE A DISSERTATION SUBMITTED TO THE INSTITUT Page 1 DATA …
HEALTHCARE A DISSERTATION SUBMITTED TO THE INSTITUT Page 1 DATA …