Search Results - "convolutional encoder-decoder neural network"
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Segmentation of parasternal long axis views using deep learning
ISSN: 1948-5727Published: IEEE 10.10.2022Published in IEEE International Ultrasonics Symposium (Online) (10.10.2022)“…) and left ventricular outflow tract (LVOT) were annotated in images from 53 subjects and used for training a fully-convolutional encoder-decoder neural network…”
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Conference Proceeding -
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AutoCorNN: An Unsupervised Physics-Aware Deep Learning Model for Geometric Distortion Correction of Brain MRI Images Towards MR-Only Stereotactic Radiosurgery
ISSN: 2948-2933, 2948-2925, 2948-2933Published: Cham Springer International Publishing 01.02.2025Published in Journal of imaging informatics in medicine (01.02.2025)“… AutoCorNN integrates two 2D convolutional encoder-decoder neural networks with the forward physical model of MRI signal generation to predict undistorted MR and field map images from distorted MR input…”
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Journal Article -
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Modeling the Shape of the Brain Connectome via Deep Neural Networks
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 03.03.2023Published in arXiv.org (03.03.2023)“…The goal of diffusion-weighted magnetic resonance imaging (DWI) is to infer the structural connectivity of an individual subject's brain in vivo…”
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Paper