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Image Interpretation, Computer-Assisted

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Enhanced Domain Adaptation for Foot Ulcer Segmentation Through Mixing Self-Trained Weak Labels.

Journal of imaging informatics in medicine Jul 17, 2024
Wound management requires the measurement of the wound parameters such as its shape and area. However, computerized analysis of the wound suffers the challenge of inexact segmentation of the wound images due to limited or inaccurate labels. It is a c...
Humans Neural Networks, Computer Image Interpretation, Computer-Assisted
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Fully and Weakly Supervised Deep Learning for Meniscal Injury Classification, and Location Based on MRI.

Journal of imaging informatics in medicine Jul 17, 2024
Meniscal injury is a common cause of knee joint pain and a precursor to knee osteoarthritis (KOA). The purpose of this study is to develop an automatic pipeline for meniscal injury classification and localization using fully and weakly supervised net...
Middle Aged Female Adult Deep Learning Aged Tibial Meniscus Injuries Humans Male Magnetic Resonance Imaging Image Interpretation, Computer-Assisted Retrospective Studies Osteoarthritis, Knee
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Balancing Performance and Interpretability in Medical Image Analysis: Case study of Osteopenia.

Journal of imaging informatics in medicine Jul 17, 2024
Multiple studies within the medical field have highlighted the remarkable effectiveness of using convolutional neural networks for predicting medical conditions, sometimes even surpassing that of medical professionals. Despite their great performance...
Bone Diseases, Metabolic Neural Networks, Computer Image Processing, Computer-Assisted Image Interpretation, Computer-Assisted Humans
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Deep learning reconstruction for zero echo time lung magnetic resonance imaging: impact on image quality and lesion detection.

Clinical radiology Jul 17, 2024
AIMS: This study aimed to examine the impact of deep-learning reconstruction (DLR) on zero echo time (ZTE) lung MRI.
Adult Humans Male Image Interpretation, Computer-Assisted Middle Aged Deep Learning Tomography, X-Ray Computed Lung Retrospective Studies Lung Neoplasms Phantoms, Imaging Female Aged Magnetic Resonance Imaging
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Prospective and multi-reader evaluation of deep learning reconstruction-based accelerated rectal MRI: image quality, diagnostic performance, and reading time.

European radiology Jul 17, 2024
OBJECTIVES: To evaluate deep learning reconstruction (DLR)-based accelerated rectal magnetic resonance imaging (MRI) compared with standard MRI.
Rectum Rectal Neoplasms Image Interpretation, Computer-Assisted Adenocarcinoma Magnetic Resonance Imaging Neoplasm Staging Female Aged Aged, 80 and over Middle Aged Deep Learning Adult Male Humans Prospective Studies
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Fully automated segmentation and volumetric measurement of ocular adnexal lymphoma by deep learning-based self-configuring nnU-net on multi-sequence MRI: a multi-center study.

Neuroradiology Jul 17, 2024
PURPOSE: To evaluate nnU-net's performance in automatically segmenting and volumetrically measuring ocular adnexal lymphoma (OAL) on multi-sequence MRI.
Magnetic Resonance Imaging Image Interpretation, Computer-Assisted Female Deep Learning Aged Humans Adult Male Aged, 80 and over Lymphoma Eye Neoplasms Sensitivity and Specificity Middle Aged Contrast Media Retrospective Studies
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Accelerated cardiac magnetic resonance imaging using deep learning for volumetric assessment in children.

Pediatric radiology Jul 17, 2024
BACKGROUND: Ventricular volumetry using a short-axis stack of two-dimensional (D) cine balanced steady-state free precession (bSSFP) sequences is crucial in any cardiac magnetic resonance imaging (MRI) examination. This task becomes particularly chal...
Humans Infant Deep Learning Adolescent Child, Preschool Retrospective Studies Female Male Magnetic Resonance Imaging, Cine Child Heart Ventricles Image Interpretation, Computer-Assisted
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XAI-Based Assessment of the AMURA Model for Detecting Amyloid-β and Tau Microstructural Signatures in Alzheimer's Disease.

IEEE journal of translational engineering in health and medicine Jul 17, 2024
Brain microstructural changes already occur in the earliest phases of Alzheimer's disease (AD) as evidenced in diffusion magnetic resonance imaging (dMRI) literature. This study investigates the potential of the novel dMRI Apparent Measures Using Red...
Amyloid beta-Peptides Aged Alzheimer Disease Humans tau Proteins Image Interpretation, Computer-Assisted Male Brain Diffusion Magnetic Resonance Imaging Support Vector Machine Female
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[OCT biomarkers in diabetic maculopathy and artificial intelligence].

Die Ophthalmologie Jul 16, 2024
Diabetes mellitus is a chronic disease the microvascular complications of which include diabetic retinopathy and maculopathy. Diabetic macular edema, proliferative diabetic retinopathy, and diabetic macular ischemia pose a threat to visual acuity. Ar...
Humans Diabetic Retinopathy Sensitivity and Specificity Tomography, Optical Coherence Image Interpretation, Computer-Assisted Fluorescein Angiography Artificial Intelligence Biomarkers Reproducibility of Results
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Automatically Detecting Pancreatic Cysts in Autosomal Dominant Polycystic Kidney Disease on MRI Using Deep Learning.

Tomography (Ann Arbor, Mich.) Jul 16, 2024
BACKGROUND: Pancreatic cysts in autosomal dominant polycystic kidney disease (ADPKD) correlate with PKD2 mutations, which have a different phenotype than PKD1 mutations. However, pancreatic cysts are commonly overlooked by radiologists. Here, we auto...
Magnetic Resonance Imaging Image Interpretation, Computer-Assisted Humans Pancreas Female Male Polycystic Kidney, Autosomal Dominant Middle Aged Pancreatic Cyst Reproducibility of Results Deep Learning Aged Adult
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