Search Results - "Magnetic resonance imaging"
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DeepcomplexMRI: Exploiting deep residual network for fast parallel MR imaging with complex convolution
Published in Magnetic resonance imaging (01-05-2020)“…This paper proposes a multi-channel image reconstruction method, named DeepcomplexMRI, to accelerate parallel MR imaging with residual complex convolutional…”
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DeepHarmony: A deep learning approach to contrast harmonization across scanner changes
Published in Magnetic resonance imaging (01-12-2019)“…Magnetic resonance imaging (MRI) is a flexible medical imaging modality that often lacks reproducibility between protocols and scanners. It has been shown that…”
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Machine learning in resting-state fMRI analysis
Published in Magnetic resonance imaging (01-12-2019)“…Machine learning techniques have gained prominence for the analysis of resting-state functional Magnetic Resonance Imaging (rs-fMRI) data. Here, we present an…”
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3D Slicer as an image computing platform for the Quantitative Imaging Network
Published in Magnetic resonance imaging (01-11-2012)“…Abstract Quantitative analysis has tremendous but mostly unrealized potential in healthcare to support objective and accurate interpretation of the clinical…”
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A review on brain tumor segmentation of MRI images
Published in Magnetic resonance imaging (01-09-2019)“…The process of segmenting tumor from MRI image of a brain is one of the highly focused areas in the community of medical science as MRI is noninvasive imaging…”
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A 3D densely connected convolution neural network with connection-wise attention mechanism for Alzheimer's disease classification
Published in Magnetic resonance imaging (01-05-2021)“…Alzheimer's disease (AD) is a progressive and irreversible neurodegenerative disease. In recent years, machine learning methods have been widely used on…”
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Radiomics: the process and the challenges
Published in Magnetic resonance imaging (01-11-2012)“…Abstract “Radiomics” refers to the extraction and analysis of large amounts of advanced quantitative imaging features with high throughput from medical images…”
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A review on brain tumor diagnosis from MRI images: Practical implications, key achievements, and lessons learned
Published in Magnetic resonance imaging (01-09-2019)“…The successful early diagnosis of brain tumors plays a major role in improving the treatment outcomes and thus improving patient survival. Manually evaluating…”
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Artificial intelligence in medical imaging
Published in Magnetic resonance imaging (01-05-2020)“…The medical specialty radiology has experienced a number of extremely important and influential technical developments in the past that have affected how…”
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Synthesized b0 for diffusion distortion correction (Synb0-DisCo)
Published in Magnetic resonance imaging (01-12-2019)“…Diffusion magnetic resonance images typically suffer from spatial distortions due to susceptibility induced off-resonance fields, which may affect the…”
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Deep learning in radiology: An overview of the concepts and a survey of the state of the art with focus on MRI
Published in Journal of magnetic resonance imaging (01-04-2019)“…Deep learning is a branch of artificial intelligence where networks of simple interconnected units are used to extract patterns from data in order to solve…”
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Quantitative susceptibility mapping: current status and future directions
Published in Magnetic resonance imaging (01-01-2015)“…Abstract Quantitative susceptibility mapping (QSM) is a new technique for quantifying magnetic susceptibility. It has already found various applications in…”
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What are normal relaxation times of tissues at 3 T?
Published in Magnetic resonance imaging (01-01-2017)“…The T1 and T2 relaxation times are the basic parameters behind magnetic resonance imaging. The accurate knowledge of the T1 and T2 values of tissues allows to…”
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Automatic brain tissue segmentation in fetal MRI using convolutional neural networks
Published in Magnetic resonance imaging (01-12-2019)“…MR images of fetuses allow clinicians to detect brain abnormalities in an early stage of development. The cornerstone of volumetric and morphologic analysis in…”
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Quantitative imaging biomarkers alliance (QIBA) recommendations for improved precision of DWI and DCE‐MRI derived biomarkers in multicenter oncology trials
Published in Journal of magnetic resonance imaging (01-06-2019)“…Physiological properties of tumors can be measured both in vivo and noninvasively by diffusion‐weighted imaging and dynamic contrast‐enhanced magnetic…”
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State of the art survey on MRI brain tumor segmentation
Published in Magnetic resonance imaging (01-10-2013)“…Abstract Brain tumor segmentation consists of separating the different tumor tissues (solid or active tumor, edema, and necrosis) from normal brain tissues:…”
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Multiplicative intrinsic component optimization (MICO) for MRI bias field estimation and tissue segmentation
Published in Magnetic resonance imaging (01-09-2014)“…Abstract This paper proposes a new energy minimization method called multiplicative intrinsic component optimization (MICO) for joint bias field estimation and…”
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Low‐field MRI: An MR physics perspective
Published in Journal of magnetic resonance imaging (01-06-2019)“…Historically, clinical MRI started with main magnetic field strengths in the ∼0.05–0.35T range. In the past 40 years there have been considerable developments…”
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Contrast‐enhanced MRI for breast cancer screening
Published in Journal of magnetic resonance imaging (01-08-2019)“…Multiple studies in the first decade of the 21st century have established contrast‐enhanced breast MRI as a screening modality for women with a hereditary or…”
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APT‐weighted MRI: Techniques, current neuro applications, and challenging issues
Published in Journal of magnetic resonance imaging (01-08-2019)“…Amide proton transfer‐weighted (APTw) imaging is a molecular MRI technique that generates image contrast based predominantly on the amide protons in mobile…”
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