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02/03/2023
Deep Learning (DL)-based Automatic Segmentation of the Internal Pudendal Artery (IPA) for Reduction of Erectile Dysfunction in Definitive Radiotherapy of Localized Prostate Can
Background and purpose: Radiation-induced erectile dysfunction (RiED) is...
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11/19/2022
Prior Guided Deep Difference Meta-Learner for Fast Adaptation to Stylized Segmentation
When a pre-trained general auto-segmentation model is deployed at a new ...
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10/11/2022
Performance Deterioration of Deep Learning Models after Clinical Deployment: A Case Study with Auto-segmentation for Definitive Prostate Cancer Radiotherapy
In the past decade, deep learning (DL)-based artificial intelligence (AI...
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07/28/2021
A Proof-of-Concept Study of Artificial Intelligence Assisted Contour Revision
Automatic segmentation of anatomical structures is critical for many med...
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06/15/2021
Site-Agnostic 3D Dose Distribution Prediction with Deep Learning Neural Networks
Typically, the current dose prediction models are limited to small amoun...
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02/01/2021
Dosimetric impact of physician style variations in contouring CTV for post-operative prostate cancer: A deep learning based simulation study
In tumor segmentation, inter-observer variation is acknowledged to be a ...
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11/01/2020
Using Monte Carlo dropout and bootstrap aggregation for uncertainty estimation in radiation therapy dose prediction with deep learning neural networks
Recently, artificial intelligence technologies and algorithms have becom...
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06/30/2020
Dose Prediction with Deep Learning for Prostate Cancer Radiation Therapy: Model Adaptation to Different Treatment Planning Practices
This work aims to study the generalizability of a pre-developed deep lea...
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04/28/2020
A deep learning-based framework for segmenting invisible clinical target volumes with estimated uncertainties for post-operative prostate cancer radiotherapy
In post-operative radiotherapy for prostate cancer, the cancerous prosta...
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12/17/2018
Three-Dimensional Dose Prediction for Lung IMRT Patients with Deep Neural Networks: Robust Learning from Heterogeneous Beam Configurations
The use of neural networks to directly predict three-dimensional dose di...
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05/31/2018
Fully Automated Organ Segmentation in Male Pelvic CT Images
Accurate segmentation of prostate and surrounding organs at risk is impo...
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05/25/2018