AIMC Topic: Deep Learning

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Ultrafast T2-weighted MR imaging of the urinary bladder using deep learning-accelerated HASTE at 3 Tesla.

BMC medical imaging Jul 15, 2025
OBJECTIVE: This prospective study aimed to assess the feasibility of a half-Fourier single-shot turbo spin echo sequence (HASTE) with deep learning (DL) reconstruction for ultrafast imaging of the bladder with reduced susceptibility to motion artifac...
Artifacts Adult Female Urinary Bladder Male Feasibility Studies Aged Image Interpretation, Computer-Assisted Humans Prospective Studies Middle Aged Deep Learning Magnetic Resonance Imaging
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Domain-incremental white blood cell classification with privacy-aware continual learning.

Scientific reports Jul 15, 2025
White blood cell (WBC) classification plays a vital role in hematology for diagnosing various medical conditions. However, it faces significant challenges due to domain shifts caused by variations in sample sources (e.g., blood or bone marrow) and di...
Humans Leukocytes Algorithms Privacy Deep Learning
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Integrating vision transformer-based deep learning model with kernel extreme learning machine for non-invasive diagnosis of neonatal jaundice using biomedical images.

Scientific reports Jul 15, 2025
Birth complications, particularly jaundice, are one of the leading causes of adolescent death and disease all over the globe. The main severity of these illnesses may diminish if scholars study more about their sources and progress toward effective t...
Image Processing, Computer-Assisted Jaundice, Neonatal Extreme Learning Machines Female Infant, Newborn Humans Deep Learning Machine Learning Algorithms
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An efficient deep learning based approach for automated identification of cervical vertebrae fracture as a clinical support aid.

Scientific reports Jul 15, 2025
Cervical vertebrae fractures pose a significant risk to a patient's health. The accurate diagnosis and prompt treatment need to be provided for effective treatment. Moreover, the automated analysis of the cervical vertebrae fracture is of utmost impo...
Humans Tomography, X-Ray Computed Spinal Fractures Deep Learning Cervical Vertebrae
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Advanced finite segmentation model with hybrid classifier learning for high-precision brain tumor delineation in PET imaging.

Scientific reports Jul 15, 2025
Brain tumor segmentation plays a crucial role in clinical diagnostics and treatment planning, yet accurate and efficient segmentation remains a significant challenge due to complex tumor structures and variations in imaging modalities. Multi-feature ...
Algorithms Brain Neoplasms Humans Image Processing, Computer-Assisted Machine Learning Positron-Emission Tomography Deep Learning
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Prediction of pathogenic mutations in human transmembrane proteins and their associated diseases via utilizing pre-trained Bio-LLMs.

Communications biology Jul 15, 2025
Missense mutations can disrupt the structure and function of membrane proteins, potentially impairing key biological processes and leading to various human diseases. However, existing computational methods primarily focus on binary pathogenicity clas...
Mutation, Missense Computational Biology Membrane Proteins Mutation Humans Deep Learning
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Fetal-Net: enhancing Maternal-Fetal ultrasound interpretation through Multi-Scale convolutional neural networks and Transformers.

Scientific reports Jul 15, 2025
Ultrasound imaging plays an important role in fetal growth and maternal-fetal health evaluation, but due to the complicated anatomy of the fetus and image quality fluctuation, its interpretation is quite challenging. Although deep learning include Co...
Convolutional Neural Networks Image Processing, Computer-Assisted Image Interpretation, Computer-Assisted Ultrasonography, Prenatal Deep Learning Fetus Humans Pregnancy Female Neural Networks, Computer
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Developing angiogenesis-related prognostic biomarkers and therapeutic strategies in bladder cancer using deep learning and machine learning.

Scientific reports Jul 15, 2025
Bladder cancer (BLCA) is a prevalent urological malignancy that exhibits a high degree of tumor heterogeneity and morbidity. Tumor angiogenesis, a vital hallmark of cancer, greatly influences the tumor microenvironment (TME). The emergence of anti-an...
Machine Learning Prognosis Female Humans Angiogenesis Inhibitors Urinary Bladder Neoplasms Male Angiogenesis Tumor Microenvironment Deep Learning Neovascularization, Pathologic Gene Expression Regulation, Neoplastic Biomarkers, Tumor
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Learning quality-guided multi-layer features for classifying visual types with ball sports application.

Scientific reports Jul 15, 2025
Nowadays, breast cancer is one of the leading causes of death among women. This highlights the need for precise X-ray image analysis in the medical and imaging fields. In this study, we present an advanced perceptual deep learning framework that extr...
Deep Learning Image Processing, Computer-Assisted Support Vector Machine Female Breast Neoplasms Visual Perception Humans
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OR-FCOS: an enhanced fully convolutional one-stage approach for growth stage identification of Oudemansiella raphanipes.

Scientific reports Jul 15, 2025
Accurate identification of Oudemansiella raphanipes growth stages is crucial for understanding its development and optimizing cultivation. However, deep learning methods for this task remain unexplored. This paper introduces OR-FCOS, an enhanced full...
Algorithms Deep Learning Image Processing, Computer-Assisted Neural Networks, Computer
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