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04/04/2023
Unsupervised Brain Tumor Segmentation with Image-based Prompts
Automated brain tumor segmentation based on deep learning (DL) has achie...
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03/16/2023
Fiber Tract Shape Measures Inform Prediction of Non-Imaging Phenotypes
Neuroimaging measures of the brain's white matter connections can enable...
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03/13/2023
One-Shot Segmentation of Novel White Matter Tracts via Extensive Data Augmentation
Deep learning based methods have achieved state-of-the-art performance f...
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02/16/2023
Positive-unlabeled learning for binary and multi-class cell detection in histopathology images with incomplete annotations
Cell detection in histopathology images is of great interest to clinical...
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08/16/2021
CarveMix: A Simple Data Augmentation Method for Brain Lesion Segmentation
Brain lesion segmentation provides a valuable tool for clinical diagnosi...
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06/30/2021
Positive-unlabeled Learning for Cell Detection in Histopathology Images with Incomplete Annotations
Cell detection in histopathology images is of great value in clinical pr...
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05/30/2021
Knowledge Transfer for Few-shot Segmentation of Novel White Matter Tracts
Convolutional neural networks (CNNs) have achieved stateof-the-art perfo...
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02/27/2020
Segmentation-based Method combined with Dynamic Programming for Brain Midline Delineation
The midline related pathological image features are crucial for evaluati...
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10/24/2019
Knowledge Transfer between Datasets for Learning-based Tissue Microstructure Estimation
Learning-based approaches, especially those based on deep networks, have...
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03/04/2019
Semi-Supervised Brain Lesion Segmentation with an Adapted Mean Teacher Model
Automated brain lesion segmentation provides valuable information for th...
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06/20/2017
Learning-based Ensemble Average Propagator Estimation
By capturing the anisotropic water diffusion in tissue, diffusion magnet...
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05/19/2017
Fiber Orientation Estimation Guided by a Deep Network
Diffusion magnetic resonance imaging (dMRI) is currently the only tool f...
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04/05/2017
Estimation of Tissue Microstructure Using a Deep Network Inspired by a Sparse Reconstruction Framework
Diffusion magnetic resonance imaging (dMRI) provides a unique tool for n...
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01/16/2016