Unsupervised anomaly detection using generative adversarial networks in 1H-MRS of the brain

Deep learning‐based target metabolite isolation and big data‐driven measurement uncertainty estimation in proton magnetic resonance spectroscopy of the brain

(2020) Hyeong Hun Lee et al.   MAGNETIC RESONANCE IN MEDICINE

A survey on deep learning in medicine: Why, how and when?

(2020) Francesco Piccialli et al.   Information Fusion

Incorporation of a spectral model in a convolutional neural network for accelerated spectral fitting

(2019) Saumya S. Gurbani et al.   MAGNETIC RESONANCE IN MEDICINE

Intact metabolite spectrum mining by deep learning in proton magnetic resonance spectroscopy of the brain

(2019) Hyeong Hun Lee et al.   MAGNETIC RESONANCE IN MEDICINE

Deep learning approaches for detection and removal of ghosting artifacts in MR spectroscopy

(2018) Sreenath P. Kyathanahally et al.   MAGNETIC RESONANCE IN MEDICINE

A convolutional neural network to filter artifacts in spectroscopic MRI

(2018) Saumya S. Gurbani et al.   MAGNETIC RESONANCE IN MEDICINE

Quality of clinical brain tumor MR spectra judged by humans and machine learning tools

(2017) Sreenath P. Kyathanahally et al.   MAGNETIC RESONANCE IN MEDICINE

Anomaly detection by robust statistics

(2017) Peter J. Rousseeuw et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Influence of macromolecule baseline on1H MR spectroscopic imaging reproducibility

(2016) Rebecca Birch et al.   MAGNETIC RESONANCE IN MEDICINE

Automatic quality control in clinical1H MRSI of brain cancer

(2016) Nuno Pedrosa de Barros et al.   NMR IN BIOMEDICINE

Deep learning

(2015) Yann LeCun et al.   NATURE

Integration of 2-hydroxyglutarate-proton magnetic resonance spectroscopy into clinical practice for disease monitoring in isocitrate dehydrogenase-mutant glioma

(2015) Macarena I. de la Fuente et al.   NEURO-ONCOLOGY

MR spectroscopic imaging: Principles and recent advances

(2012) Stefan Posse et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

In vivo characterization of the liver fat 1H MR spectrum

(2010) Gavin Hamilton et al.   NMR IN BIOMEDICINE

Mimicking the human expert: Pattern recognition for an automated assessment of data quality in MR spectroscopic images

(2008) Bjoern H. Menze et al.   MAGNETIC RESONANCE IN MEDICINE

Automated quality control protocol for MR spectra of brain tumors

(2008) Alan J. Wright et al.   MAGNETIC RESONANCE IN MEDICINE

Toward accurate quantification of metabolites, lipids, and macromolecules in HRMAS spectra of human brain tumor biopsies using LCModel

(2008) Kirstie S. Opstad et al.   MAGNETIC RESONANCE IN MEDICINE

MRS quality assessment in a multicentre study on MRS-based classification of brain tumours

(2007) Marinette van der Graaf et al.   NMR IN BIOMEDICINE