AI Medical Compendium Journal:
Biomedical physics & engineering express

Showing 21 to 30 of 142 articles

Deep learning-based video-level view classification of two-dimensional transthoracic echocardiography.

Biomedical physics & engineering express Feb 19, 2025
In recent years, deep learning (DL)-based automatic view classification of 2D transthoracic echocardiography (TTE) has demonstrated strong performance, but has not fully addressed key clinical requirements such as view coverage, classification accura...
Humans Algorithms Echocardiography Deep Learning Image Processing, Computer-Assisted Video Recording
View on PubMed DOI

Deep learning aided determination of the optimal number of detectors for photoacoustic tomography.

Biomedical physics & engineering express Feb 7, 2025
Photoacoustic tomography (PAT) is a non-destructive, non-ionizing, and rapidly expanding hybrid biomedical imaging technique, yet it faces challenges in obtaining clear images due to limited data from detectors or angles. As a result, the methodology...
Image Processing, Computer-Assisted Artifacts Phantoms, Imaging Neural Networks, Computer Humans Algorithms Deep Learning Photoacoustic Techniques Tomography
View on PubMed DOI

A comparison of different machine learning classifiers in predicting xerostomia and sticky saliva due to head and neck radiotherapy using a multi-objective, multimodal radiomics model.

Biomedical physics & engineering express Feb 6, 2025
. Although radiotherapy techniques are a primary treatment for head and neck cancer (HNC), they are still associated with substantial toxicity and side effects. Machine learning (ML) based radiomics models for predicting toxicity mostly rely on featu...
Humans Machine Learning Tomography, X-Ray Computed Female Support Vector Machine Magnetic Resonance Imaging Bayes Theorem Saliva Male Xerostomia Middle Aged Head and Neck Neoplasms Aged Adult Radiomics
View on PubMed DOI

Optimizing transformer-based network via advanced decoder design for medical image segmentation.

Biomedical physics & engineering express Feb 5, 2025
U-Net is widely used in medical image segmentation due to its simple and flexible architecture design. To address the challenges of scale and complexity in medical tasks, several variants of U-Net have been proposed. In particular, methods based on V...
Neural Networks, Computer Algorithms Image Processing, Computer-Assisted Magnetic Resonance Imaging Humans
View on PubMed DOI

Hybrid data augmentation strategies for robust deep learning classification of corneal topographic maptopographic map.

Biomedical physics & engineering express Jan 30, 2025
Deep learning has emerged as a powerful tool in medical imaging, particularly for corneal topographic map classification. However, the scarcity of labeled data poses a significant challenge to achieving robust performance. This study investigates the...
Deep Learning Humans Image Processing, Computer-Assisted Corneal Topography Neural Networks, Computer Algorithms Cornea
View on PubMed DOI

A novel approach in cancer diagnosis: integrating holography microscopic medical imaging and deep learning techniques-challenges and future trends.

Biomedical physics & engineering express Jan 29, 2025
Medical imaging is pivotal in early disease diagnosis, providing essential insights that enable timely and accurate detection of health anomalies. Traditional imaging techniques, such as Magnetic Resonance Imaging (MRI), Computer Tomography (CT), ult...
Deep Learning Imaging, Three-Dimensional Image Processing, Computer-Assisted Holography Diagnostic Imaging Microscopy Humans Algorithms Neoplasms
View on PubMed DOI

DAU-Net: a novel U-Net with dual attention for retinal vessel segmentation.

Biomedical physics & engineering express Jan 22, 2025
In fundus images, precisely segmenting retinal blood vessels is important for diagnosing eye-related conditions, such as diabetic retinopathy and hypertensive retinopathy or other eye-related disorders. In this work, we propose an enhanced U-shaped n...
Image Interpretation, Computer-Assisted Algorithms Humans Retinal Vessels Image Processing, Computer-Assisted Diabetic Retinopathy Fundus Oculi Neural Networks, Computer
View on PubMed DOI

Multimodal multiview bilinear graph convolutional network for mild cognitive impairment diagnosis.

Biomedical physics & engineering express Jan 22, 2025
Mild cognitive impairment (MCI) is a significant predictor of the early progression of Alzheimer's disease (AD) and can serve as an important indicator of disease progression. However, many existing methods focus mainly on the image when processing b...
Cerebrospinal Fluid Genetic Testing Alzheimer Disease Datasets as Topic Spatial Analysis Genetic Predisposition to Disease Neuroimaging Humans Magnetic Resonance Imaging Gray Matter Predictive Value of Tests Neural Networks, Computer White Matter Cognitive Dysfunction Prediction Methods, Machine
View on PubMed DOI

Development of a machine learning tool to predict deep inspiration breath hold requirement for locoregional right-sided breast radiation therapy patients.

Biomedical physics & engineering express Jan 22, 2025
. This study presents machine learning (ML) models that predict if deep inspiration breath hold (DIBH) is needed based on lung dose in right-sided breast cancer patients during the initial computed tomography (CT) appointment.. Anatomic distances wer...
Inhalation Breath Holding Unilateral Breast Neoplasms Adult Breast Neoplasms Middle Aged Lung Logistic Models Radiotherapy Planning, Computer-Assisted Tomography, X-Ray Computed Female Aged Machine Learning Algorithms Retrospective Studies Humans
View on PubMed DOI

Systematic application of saliency maps to explain the decisions of convolutional neural networks for glaucoma diagnosis based on disc and cup geometry.

Biomedical physics & engineering express Jan 21, 2025
This paper systematically evaluates saliency methods as explainability tools for convolutional neural networks trained to diagnose glaucoma using simplified eye fundus images that contain only disc and cup outlines. These simplified images, a methodo...
Humans Neural Networks, Computer Glaucoma Fundus Oculi Algorithms Image Interpretation, Computer-Assisted Convolutional Neural Networks Optic Disk Image Processing, Computer-Assisted
View on PubMed DOI
Popular Topics
Popular Journals