AIMC Topic: Image Interpretation, Computer-Assisted

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Uncertainty Global Contrastive Learning Framework for Semi-Supervised Medical Image Segmentation.

IEEE journal of biomedical and health informatics Jan 7, 2025
In semi-supervised medical image segmentation, the issue of fuzzy boundaries for segmented objects arises. With limited labeled data and the interaction of boundaries from different segmented objects, classifying segmentation boundaries becomes chall...
Databases, Factual Diagnostic Imaging Image Processing, Computer-Assisted Supervised Machine Learning Humans Fuzzy Logic Image Interpretation, Computer-Assisted Algorithms Uncertainty
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Attention-Guided 3D CNN With Lesion Feature Selection for Early Alzheimer's Disease Prediction Using Longitudinal sMRI.

IEEE journal of biomedical and health informatics Jan 7, 2025
Predicting the progression from mild cognitive impairment (MCI) to Alzheimer's disease (AD) is critical for early intervention. Towards this end, various deep learning models have been applied in this domain, typically relying on structural magnetic ...
Image Interpretation, Computer-Assisted Magnetic Resonance Imaging Alzheimer Disease Cognitive Dysfunction Imaging, Three-Dimensional Humans Male Longitudinal Studies Neural Networks, Computer Female Disease Progression Brain Aged Deep Learning Aged, 80 and over
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TKR-FSOD: Fetal Anatomical Structure Few-Shot Detection Utilizing Topological Knowledge Reasoning.

IEEE journal of biomedical and health informatics Jan 7, 2025
Fetal multi-anatomical structure detection in ultrasound (US) images can clearly present the relationship and influence between anatomical structures, providing more comprehensive information about fetal organ structures and assisting sonographers in...
Pregnancy Fetus Female Ultrasonography, Prenatal Humans Deep Learning Algorithms Image Interpretation, Computer-Assisted
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Automated Quantification of HER2 Amplification Levels Using Deep Learning.

IEEE journal of biomedical and health informatics Jan 7, 2025
HER2 assessment is necessary for patient selection in anti-HER2 targeted treatment. However, manual assessment of HER2 amplification is time-costly, labor-intensive, highly subjective and error-prone. Challenges in HER2 analysis in fluorescence in si...
In Situ Hybridization, Fluorescence Image Interpretation, Computer-Assisted Gene Amplification Female Receptor, ErbB-2 Humans Breast Neoplasms Deep Learning
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A Trustworthy Curriculum Learning Guided Multi-Target Domain Adaptation Network for Autism Spectrum Disorder Classification.

IEEE journal of biomedical and health informatics Jan 7, 2025
Domain adaptation has demonstrated success in classification of multi-center autism spectrum disorder (ASD). However, current domain adaptation methods primarily focus on classifying data in a single target domain with the assistance of one or multip...
Image Interpretation, Computer-Assisted Female Male Child Autism Spectrum Disorder Brain Humans Machine Learning
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Adversarial Exposure Attack on Diabetic Retinopathy Imagery Grading.

IEEE journal of biomedical and health informatics Jan 7, 2025
Diabetic Retinopathy (DR) is a leading cause of vision loss around the world. To help diagnose it, numerous cutting-edge works have built powerful deep neural networks (DNNs) to automatically grade DR via retinal fundus images (RFIs). However, RFIs a...
Image Interpretation, Computer-Assisted Fundus Oculi Retina Humans Diabetic Retinopathy Neural Networks, Computer Deep Learning
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Melanoma Breslow Thickness Classification Using Ensemble-Based Knowledge Distillation With Semi-Supervised Convolutional Neural Networks.

IEEE journal of biomedical and health informatics Jan 7, 2025
Melanoma is considered a global public health challenge and is responsible for more than 90% deaths related to skin cancer. Although the diagnosis of early melanoma is the main goal of dermoscopy, the discrimination between dermoscopic images of in s...
Humans Neural Networks, Computer Dermoscopy Deep Learning Convolutional Neural Networks Databases, Factual Melanoma Skin Neoplasms Supervised Machine Learning Image Interpretation, Computer-Assisted
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Harmonic Wavelet Neural Network for Discovering Neuropathological Propagation Patterns in Alzheimer's Disease.

IEEE journal of biomedical and health informatics Jan 7, 2025
Emerging researchindicates that the degenerative biomarkers associated with Alzheimer's disease (AD) exhibit a non-random distribution within the cerebral cortex, instead following the structural brain network. The alterations in brain networks occur...
Alzheimer Disease Image Interpretation, Computer-Assisted Wavelet Analysis Humans Neural Networks, Computer Brain
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Partial-Label Contrastive Representation Learning for Fine-Grained Biomarkers Prediction From Histopathology Whole Slide Images.

IEEE journal of biomedical and health informatics Jan 7, 2025
In the domain of histopathology analysis, existing representation learning methods for biomarkers prediction from whole slide images (WSIs) face challenges due to the complexity of tissue subtypes and label noise problems. This paper proposed a novel...
Mutation Image Interpretation, Computer-Assisted Humans Biomarkers, Tumor Neoplasms Machine Learning Algorithms
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FDDSeg: Unleashing the Power of Scribble Annotation for Cardiac MRI Images Through Feature Decomposition Distillation.

IEEE journal of biomedical and health informatics Jan 7, 2025
Cardiovascular diseases can be diagnosed with computer assistance when using the magnetic resonance imaging (MRI) image that is produced by the MRI sensor. Deep learning-based scribbling MRI image segmentation has demonstrated impressive results rece...
Humans Magnetic Resonance Imaging Heart Image Interpretation, Computer-Assisted Algorithms Databases, Factual Deep Learning
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