AIMC Topic: Deep Learning

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RETINA: Reconstruction-based pre-trained enhanced TransUNet for electron microscopy segmentation on the CEM500K dataset.

PLoS computational biology May 28, 2025
Electron microscopy (EM) has revolutionized our understanding of cellular structures at the nanoscale. Accurate image segmentation is required for analyzing EM images. While manual segmentation is reliable, it is labor-intensive, incentivizing the de...
Image Processing, Computer-Assisted Computational Biology Microscopy, Electron Retina Algorithms Databases, Factual Deep Learning Humans Neural Networks, Computer
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Advanced predictive modeling for enhanced mortality prediction in ICU stroke patients using clinical data.

PloS one May 28, 2025
Background Stroke is second-leading cause of disability and death among adults. Approximately 17 million people suffer from a stroke annually, with about 85% being ischemic strokes. Predicting mortality of ischemic stroke patients in intensive care u...
Female Aged Male Databases, Factual Intensive Care Units Hospital Mortality Ischemic Stroke Stroke Humans Middle Aged Deep Learning
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PathoGraph: A Graph-Based Method for Standardized Representation of Pathology Knowledge.

Scientific data May 27, 2025
Pathology data, primarily consisting of slides and diagnostic reports, inherently contain knowledge that is pivotal for advancing data-driven biomedical research and clinical practice. However, the hidden and fragmented nature of this knowledge acros...
Pathology Neoplasms Deep Learning Humans
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A hybrid explainable federated-based vision transformer framework for breast cancer prediction via risk factors.

Scientific reports May 27, 2025
Breast cancer remains a leading cause of mortality in women, underscoring the need for timely and accurate diagnosis. This paper addresses this challenge by introducing a comprehensive explainable federated learning framework for breast cancer predic...
Humans Neural Networks, Computer Risk Factors Breast Neoplasms Deep Learning Artificial Intelligence Female
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Deep learning to promote health through sports and physical training.

Frontiers in public health May 27, 2025
BACKGROUND: Physical activity plays a crucial role in maintaining health and preventing chronic diseases. However, accurately assessing the impact of sports and physical training on health improvement remains a challenge. Recent advancements in deep ...
Exercise Deep Learning Sports Health Promotion Female Adult Male Humans
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Integrating AI/ML and multi-omics approaches to investigate the role of TNFRSF10A/TRAILR1 and its potential targets in pancreatic cancer.

Computers in biology and medicine May 26, 2025
Pancreatic ductal adenocarcinoma (PDAC) remains one of the most lethal malignancies, with a five-year survival of under 10 % despite current therapies. Aggressive tumor biology, a desmoplastic stroma that limits drug delivery and immune cell infiltra...
Receptors, TNF-Related Apoptosis-Inducing Ligand Multiomics Proteomics Carcinoma, Pancreatic Ductal Quantitative Structure-Activity Relationship Pancreatic Neoplasms Deep Learning Cell Line, Tumor Genomics Humans
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MobNas ensembled model for breast cancer prediction.

Scientific reports May 25, 2025
Breast cancer poses a real and immense threat to humankind, thus a need to develop a way of diagnosing this devastating disease early, accurately, and in a simpler manner. Thus, while substantial progress has been made in developing machine learning ...
Humans Machine Learning Breast Neoplasms Algorithms Deep Learning Female
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Prediction of reproductive and developmental toxicity using an attention and gate augmented graph convolutional network.

Scientific reports May 25, 2025
Due to the diverse molecular structures of chemical compounds and their intricate biological pathways of toxicity, predicting their reproductive and developmental toxicity remains a challenge. Traditional Quantitative Structure-Activity Relationship ...
Neural Networks, Computer Computer Simulation Deep Learning Reproduction Animals Humans Quantitative Structure-Activity Relationship
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Enhanced wheat yield prediction through integrated climate and satellite data using advanced AI techniques.

Scientific reports May 24, 2025
Wheat plays a vital role in Pakistan's economy and food security, making accurate yield forecasting essential for planning and resource management. Traditional approaches-such as manual field surveys and remote sensing-have been widely used, but thei...
Remote Sensing Technology Deep Learning Satellite Imagery Crops, Agricultural Agriculture Machine Learning Pakistan Climate Forecasting Triticum
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Image guided construction of a common coordinate framework for spatial transcriptome data.

Scientific reports May 24, 2025
Spatial transcriptomics is a powerful technology for high-resolution mapping of gene expression in tissue samples, enabling a molecular level understanding of tissue architecture. The acquisition entails dissecting and profiling micron-thick tissue s...
Algorithms Image Processing, Computer-Assisted Animals Humans Transcriptome Gene Expression Profiling Deep Learning
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