The deep learning model CIRIM successfully accelerated knee and spine data up to an acceleration factor of 3, after optimizing the undersampling mask and loss function. The model demonstrated robustness and generalizability to different contrasts, matrix sizes, orientations, and anatomies. ABSTRACT There has been a growing interest in low‐field MRI due
Daisy M. van den Berg +9 more
wiley +1 more source
A geometric function theoretic approach to MRI distortion correction using Miller Ross Poisson series. [PDF]
Manoj S, Keerthi BS.
europepmc +1 more source
DEEP‐DISORDER: Motion Correction in 3D MRI via Segment Reconstruction and Registration
This work presents a retrospective motion correction framework for 3D MRI. A motion‐corrupted acquisition is split into tiny k‐space segments, and for each a neural network reconstructs a rough anatomical image. These reconstructions are aligned using groupwise registration, yielding one set of estimated motion parameters per segment.
Laurens Beljaards +7 more
wiley +1 more source
From Controlled Scenarios to the Real World: Cross-Domain Degradation Pattern Matching for All-in-One Image Restoration. [PDF]
Fan J +7 more
europepmc +1 more source
AI‐Enabled Imaging for Pathogen Detection Under Stress Conditions: A Systematic Review
ABSTRACT Advances in pathogen detection that incorporate artificial intelligence (AI) may capture microbial signals under challenging environmental conditions that traditional methods miss. This systematic review evaluates the application, performance, and methodological characteristics of AI‐enabled imaging for pathogen detection, including its impact
MeiLi Papa +3 more
wiley +1 more source
A robust deep learning approach for impulse noise filtering using hybrid auto-encoder with fuzzy median filter. [PDF]
Naeem M +6 more
europepmc +1 more source
Short‐Term Forecasting of Cloud Physical Properties Based on Fourier Neural Operator Method
Abstract Accurately understanding the evolution and development of cloud physical properties (CPP) in advance is crucial for extreme weather forecasting and early warning. This study utilized the Fourier neural operator (FNO) method to develop a short‐term forecasting model of Cloud (Cloud‐FNO).
Feng Zhang +9 more
wiley +1 more source
Force-controlled robotic ultrasound elastography enhances diagnostic consistency for thyroid nodules. [PDF]
Yan T +6 more
europepmc +1 more source
Comparative study of wavelet transform and Fourier domain filtering for medical image denoising. [PDF]
Saif MA, Mughalles BM, Loqman IGH.
europepmc +1 more source
GAN-based bone suppression using a combined loss function. [PDF]
Jochymek L +3 more
europepmc +1 more source

