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09/07/2023
Random Expert Sampling for Deep Learning Segmentation of Acute Ischemic Stroke on Non-contrast CT
Purpose: Multi-expert deep learning training methods to automatically qu...
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07/22/2023
Simulation of Arbitrary Level Contrast Dose in MRI Using an Iterative Global Transformer Model
Deep learning (DL) based contrast dose reduction and elimination in MRI ...
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11/24/2022
Non-inferiority of Deep Learning Model to Segment Acute Stroke on Non-contrast CT Compared to Neuroradiologists
Purpose: To develop a deep learning model to segment the acute ischemic ...
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11/22/2022
Brain MRI-to-PET Synthesis using 3D Convolutional Attention Networks
Accurate quantification of cerebral blood flow (CBF) is essential for th...
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04/28/2022
One Model to Synthesize Them All: Multi-contrast Multi-scale Transformer for Missing Data Imputation
Multi-contrast magnetic resonance imaging (MRI) is widely used in clinic...
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02/12/2022
Multi-task Deep Learning for Cerebrovascular Disease Classification and MRI-to-PET Translation
Accurate quantification of cerebral blood flow (CBF) is essential for th...
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02/23/2020
Random Bundle: Brain Metastases Segmentation Ensembling through Annotation Randomization
We introduce a novel ensembling method, Random Bundle (RB), that improve...
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01/26/2020
Brain Metastasis Segmentation Network Trained with Robustness to Annotations with Multiple False Negatives
Deep learning has proven to be an essential tool for medical image analy...
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12/27/2019
Handling Missing MRI Input Data in Deep Learning Segmentation of Brain Metastases: A Multi-Center Study
The purpose was to assess the clinical value of a novel DropOut model fo...
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12/18/2019
MRI Pulse Sequence Integration for Deep-Learning Based Brain Metastasis Segmentation
Magnetic resonance (MR) imaging is an essential diagnostic tool in clini...
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03/18/2019
Deep Learning Enables Automatic Detection and Segmentation of Brain Metastases on Multi-Sequence MRI
Detecting and segmenting brain metastases is a tedious and time-consumin...
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12/12/2017
200x Low-dose PET Reconstruction using Deep Learning
Positron emission tomography (PET) is widely used in various clinical ap...
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05/31/2017