A review of machine learning applications for the proton MR spectroscopy workflow

DMJ van de Sande, JP Merkofer… - Magnetic …, 2023 - Wiley Online Library
This literature review presents a comprehensive overview of machine learning (ML)
applications in proton MR spectroscopy (MRS). As the use of ML techniques in MRS …

[HTML][HTML] Physics-informed deep learning approach to quantification of human brain metabolites from magnetic resonance spectroscopy data

A Shamaei, J Starcukova, Z Starcuk Jr - Computers in Biology and Medicine, 2023 - Elsevier
Purpose While the recommended analysis method for magnetic resonance spectroscopy
data is linear combination model (LCM) fitting, the supervised deep learning (DL) approach …

[HTML][HTML] Spectro-vit: A vision transformer model for gaba-edited mega-press reconstruction using spectrograms

G Dias, RP Berto, M Oliveira, L Ueda, S Dertkigil… - Magnetic Resonance …, 2024 - Elsevier
This study investigated the use of a Vision Transformer (ViT) for reconstructing GABA-edited
Magnetic Resonance Spectroscopy (MRS) data from a reduced number of transients …

A New Acoustical Autonomous Method for Identifying Endangered Whale Calls: A Case Study of Blue Whale and Fin Whale

F Sattar - Sensors, 2023 - mdpi.com
In this paper, we study to improve acoustical methods to identify endangered whale calls
with emphasis on the blue whale (Balaenoptera musculus) and fin whale (Balaenoptera …

Invariant Scattering Transform for Medical Imaging

NLI Huda, A Biswas, MD Nasim, MF Rahman… - arXiv preprint arXiv …, 2023 - arxiv.org
Invariant scattering transform introduces new area of research that merges the signal
processing with deep learning for computer vision. Nowadays, Deep Learning algorithms …

[PDF][PDF] Two Stages Approach for Detection and Classification of Retinal Images Using Deep Neural Network and Deep-wavelet

H Dharia, NK El Abbadi - Journal of Iraqi Al-Khawarizmi, 2024 - iraqma.net
Retina is the deepest layer in the inner surface regarding the eyeball and the sensory layer
of the eye. This sensitive part of the eye is susceptible to several diseases. Realizing that the …