AI Medical Compendium Journal:
Journal of imaging informatics in medicine

Showing 131 to 140 of 183 articles

An Automated Multi-scale Feature Fusion Network for Spine Fracture Segmentation Using Computed Tomography Images.

Journal of imaging informatics in medicine Apr 15, 2024
Spine fractures represent a critical health concern with far-reaching implications for patient care and clinical decision-making. Accurate segmentation of spine fractures from medical images is a crucial task due to its location, shape, type, and sev...
Predictive Value of Tests Spine Image Interpretation, Computer-Assisted Male Middle Aged Deep Learning Datasets as Topic Spinal Fractures Female Reproducibility of Results Aged Aged, 80 and over Young Adult Adult Neural Networks, Computer Tomography, X-Ray Computed
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An Automated Deep Learning-Based Framework for Uptake Segmentation and Classification on PSMA PET/CT Imaging of Patients with Prostate Cancer.

Journal of imaging informatics in medicine Apr 8, 2024
Uptake segmentation and classification on PSMA PET/CT are important for automating whole-body tumor burden determinations. We developed and evaluated an automated deep learning (DL)-based framework that segments and classifies uptake on PSMA PET/CT. ...
Aged Male Deep Learning Positron Emission Tomography Computed Tomography Humans Antigens, Surface Glutamate Carboxypeptidase II Prostatic Neoplasms Urea Lysine
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Cascade-EC Network: Recognition of Gastrointestinal Multiple Lesions Based on EfficientNet and CA_stm_Retinanet.

Journal of imaging informatics in medicine Apr 8, 2024
Capsule endoscopy (CE) is non-invasive and painless during gastrointestinal examination. However, capsule endoscopy can increase the workload of image reviewing for clinicians, making it prone to missed and misdiagnosed diagnoses. Current researches ...
Neural Networks, Computer Humans Algorithms Image Interpretation, Computer-Assisted Capsule Endoscopy Gastrointestinal Diseases
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A Comparative Analysis of Deep Learning-Based Approaches for Classifying Dental Implants Decision Support System.

Journal of imaging informatics in medicine Apr 2, 2024
This study aims to provide an effective solution for the autonomous identification of dental implant brands through a deep learning-based computer diagnostic system. It also seeks to ascertain the system's potential in clinical practices and to offer...
Radiography, Panoramic Dental Implants Neural Networks, Computer Deep Learning Decision Support Systems, Clinical Humans
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A Guideline for Open-Source Tools to Make Medical Imaging Data Ready for Artificial Intelligence Applications: A Society of Imaging Informatics in Medicine (SIIM) Survey.

Journal of imaging informatics in medicine Apr 1, 2024
In recent years, the role of Artificial Intelligence (AI) in medical imaging has become increasingly prominent, with the majority of AI applications approved by the FDA being in imaging and radiology in 2023. The surge in AI model development to tack...
Humans Diagnostic Imaging Medical Informatics Data Curation Societies, Medical Artificial Intelligence Machine Learning Surveys and Questionnaires
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Deep Convolutional Neural Network for Dedicated Regions-of-Interest Based Multi-Parameter Quantitative Ultrashort Echo Time (UTE) Magnetic Resonance Imaging of the Knee Joint.

Journal of imaging informatics in medicine Mar 28, 2024
We proposed an end-to-end deep learning convolutional neural network (DCNN) for region-of-interest based multi-parameter quantification (RMQ-Net) to accelerate quantitative ultrashort echo time (UTE) MRI of the knee joint with automatic multi-tissue ...
Osteoarthritis, Knee Middle Aged Aged Humans Magnetic Resonance Imaging Adult Deep Learning Cartilage, Articular Neural Networks, Computer Male Image Processing, Computer-Assisted Knee Joint Female Image Interpretation, Computer-Assisted
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Enhancing Lung Nodule Classification: A Novel CViEBi-CBGWO Approach with Integrated Image Preprocessing.

Journal of imaging informatics in medicine Mar 25, 2024
Cancer detection and accurate classification pose significant challenges for medical professionals, as it is described as a lethal illness. Diagnosing the malignant lung nodules in its initial stage significantly enhances the recovery and survival ra...
Radiographic Image Interpretation, Computer-Assisted Image Processing, Computer-Assisted Lung Neoplasms Solitary Pulmonary Nodule Algorithms Humans Tomography, X-Ray Computed Neural Networks, Computer Lung
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DL-EDOF: Novel Multi-Focus Image Data Set and Deep Learning-Based Approach for More Accurate and Specimen-Free Extended Depth of Focus.

Journal of imaging informatics in medicine Mar 25, 2024
Depth of focus (DOF) is defined as the axial range in which the specimen stage moves without losing focus while the imaging apparatus remains stable. It may not be possible to capture an image that includes the entire specimen in focus due to the nar...
Algorithms Deep Learning Image Processing, Computer-Assisted Microscopy Humans
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Active Learning in Brain Tumor Segmentation with Uncertainty Sampling and Annotation Redundancy Restriction.

Journal of imaging informatics in medicine Mar 21, 2024
Deep learning models have demonstrated great potential in medical imaging but are limited by the expensive, large volume of annotations required. To address this, we compared different active learning strategies by training models on subsets of the m...
Brain Neoplasms Deep Learning Image Processing, Computer-Assisted Magnetic Resonance Imaging Bayes Theorem Uncertainty Humans Brain
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Exploring the Low-Dose Limit for Focal Hepatic Lesion Detection with a Deep Learning-Based CT Reconstruction Algorithm: A Simulation Study on Patient Images.

Journal of imaging informatics in medicine Mar 19, 2024
This study aims to investigate the maximum achievable dose reduction for applying a new deep learning-based reconstruction algorithm, namely the artificial intelligence iterative reconstruction (AIIR), in computed tomography (CT) for hepatic lesion d...
Aged Aged, 80 and over Adult Radiation Dosage Deep Learning Liver Neoplasms Image Processing, Computer-Assisted Male Liver Middle Aged Radiographic Image Interpretation, Computer-Assisted Retrospective Studies Humans Tomography, X-Ray Computed Algorithms Female Computer Simulation
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