AIMC Topic: Fourier Analysis

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SELFNet: Denoising Shear Wave Elastography Using Spatial-temporal Fourier Feature Networks.

Ultrasound in medicine & biology Sep 23, 2024
OBJECTIVE: Ultrasound-based shear wave elastography offers estimation of tissue stiffness through analysis of the propagation of a shear wave induced by a stimulus. Displacement or velocity fields during the process can contain noise as a result of t...
Humans Neural Networks, Computer Animals Elasticity Imaging Techniques Liver Phantoms, Imaging Fourier Analysis Spatio-Temporal Analysis Image Processing, Computer-Assisted
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Fourier Convolution Block with global receptive field for MRI reconstruction.

Medical image analysis Sep 20, 2024
Reconstructing images from under-sampled Magnetic Resonance Imaging (MRI) signals significantly reduces scan time and improves clinical practice. However, Convolutional Neural Network (CNN)-based methods, while demonstrating great performance in MRI ...
Knee Magnetic Resonance Imaging Fourier Analysis Algorithms Humans Brain Image Processing, Computer-Assisted Neural Networks, Computer
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Linear symmetric self-selecting 14-bit kinetic molecular memristors.

Nature Sep 11, 2024
Artificial Intelligence (AI) is the domain of large resource-intensive data centres that limit access to a small community of developers. Neuromorphic hardware promises greatly improved space and energy efficiency for AI but is presently only capable...
Neural Networks, Computer Artificial Intelligence Signal Processing, Computer-Assisted Signal-To-Noise Ratio Kinetics Ligands Thermodynamics Fourier Analysis
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GlobalSR: Global context network for single image super-resolution via deformable convolution attention and fast Fourier convolution.

Neural networks : the official journal of the International Neural Network Society Aug 31, 2024
Vision Transformer have achieved impressive performance in image super-resolution. However, they suffer from low inference speed mainly because of the quadratic complexity of multi-head self-attention (MHSA), which is the key to learning long-range d...
Image Processing, Computer-Assisted Attention Fourier Analysis Neural Networks, Computer Algorithms Deep Learning Humans
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Human hand gesture recognition using fast Fourier transform with coot optimization based on deep neural network.

Network (Bristol, England) Aug 21, 2024
Hand motion detection is particularly important for managing the movement of individuals who have limbs amputated. The existing algorithm is complex, time-consuming and difficult to achieve better accuracy. A DNN is suggested to recognize human hand ...
Signal Processing, Computer-Assisted Hand Electromyography Deep Learning Gestures Pattern Recognition, Automated Movement Fourier Analysis Humans Neural Networks, Computer Algorithms
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A Robust Deep Learning Framework Based on Spectrograms for Heart Sound Classification.

IEEE/ACM transactions on computational biology and bioinformatics Aug 8, 2024
Heart sound analysis plays an important role in early detecting heart disease. However, manual detection requires doctors with extensive clinical experience, which increases uncertainty for the task, especially in medically underdeveloped areas. This...
Heart Sounds Neural Networks, Computer Algorithms Deep Learning Signal Processing, Computer-Assisted Sound Spectrography Fourier Analysis Humans
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Metaheuristic integrated machine learning classification of colon cancer using STFT LASSO and EHO feature extraction from microarray gene expressions.

Scientific reports Jul 17, 2024
The microarray gene expression data poses a tremendous challenge due to their curse of dimensionality problem. The sheer volume of features far surpasses available samples, leading to overfitting and reduced classification accuracy. Thus the dimensio...
Machine Learning Algorithms Gene Expression Profiling Lung Neoplasms Gene Expression Regulation, Neoplastic Bayes Theorem Oligonucleotide Array Sequence Analysis Support Vector Machine Colonic Neoplasms Fourier Analysis Humans
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A new methodology for determining the central pressure waveform from peripheral measurement using Fourier-based machine learning.

Artificial intelligence in medicine Jun 18, 2024
Radial applanation tonometry is a well-established technique for hemodynamic monitoring and is becoming popular in affordable non-invasive wearable healthcare electronics. To assess the central aortic pressure using radial-based measurements, there i...
Male Middle Aged Blood Pressure Determination Aged, 80 and over Humans Blood Pressure Machine Learning Adult Manometry Female Fourier Analysis Aged
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Epilepsy detection based on multi-head self-attention mechanism.

PloS one Jun 11, 2024
CNN has demonstrated remarkable performance in EEG signal detection, yet it still faces limitations in terms of global perception. Additionally, due to individual differences in EEG signals, the generalization ability of epilepsy detection models is ...
Signal Processing, Computer-Assisted Fourier Analysis Algorithms Humans Neural Networks, Computer Electroencephalography Epilepsy
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Two-Dimensional Deep Learning Frameworks for Drug-Induced Cardiotoxicity Detection.

ACS sensors Jun 6, 2024
The identification of drug-induced cardiotoxicity remains a pressing challenge with far-reaching clinical and economic ramifications, often leading to patient harm and resource-intensive drug recalls. Current methodologies, including in vivo and in v...
Humans Cardiotoxicity Induced Pluripotent Stem Cells Neural Networks, Computer Myocytes, Cardiac Deep Learning Fourier Analysis
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