AIMC Topic: Deep Learning

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Automatic smart brain tumor classification and prediction system using deep learning.

Scientific reports Apr 28, 2025
A brain tumor is a serious medical condition characterized by the abnormal growth of cells within the brain. It can cause a range of symptoms, including headaches, seizures, cognitive impairment, and changes in behavior. Brain tumors pose a significa...
Humans Brain Neoplasms Neural Networks, Computer Deep Learning
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Deep learning for malignant lymph node segmentation and detection: a review.

Frontiers in immunology Apr 28, 2025
Radiation therapy remains a cornerstone in the treatment of cancer, with the delineation of Organs at Risk (OARs), tumors, and malignant lymph nodes playing a critical role in the planning process. However, the manual segmentation of these anatomical...
Deep Learning Lymph Nodes Humans Neoplasms Lymphatic Metastasis
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Application and optimization of the U-Net++ model for cerebral artery segmentation based on computed tomographic angiography images.

European journal of radiology Apr 27, 2025
Accurate segmentation of cerebral arteries on computed tomography angiography (CTA) images is essential for the diagnosis and management of cerebrovascular diseases, including ischemic stroke. This study implemented a deep learning-based U-Net++ mode...
Reproducibility of Results Deep Learning Radiographic Image Interpretation, Computer-Assisted Humans Cerebral Angiography Cerebral Arteries Cerebrovascular Disorders Computed Tomography Angiography
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Medical image translation with deep learning: Advances, datasets and perspectives.

Medical image analysis Apr 27, 2025
Traditional medical image generation often lacks patient-specific clinical information, limiting its clinical utility despite enhancing downstream task performance. In contrast, medical image translation precisely converts images from one modality to...
Image Interpretation, Computer-Assisted Datasets as Topic Humans Neural Networks, Computer Image Processing, Computer-Assisted Diagnostic Imaging Deep Learning
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Sweet pepper yield modeling via deep learning and selection of superior genotypes using GBLUP and MGIDI.

Scientific reports Apr 27, 2025
Intelligent knowledge about Capsicum annuum L. germplasm could lead to effective management of germplasm. Here, 29 accessions of sweet pepper were investigated in two separate randomized complete block design with three replications in the field cond...
Genotype Models, Genetic Plant Breeding Fruit Neural Networks, Computer Deep Learning Capsicum
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General retinal image enhancement via reconstruction: Bridging distribution shifts using latent diffusion adaptors.

Medical image analysis Apr 26, 2025
Deep learning-based fundus image enhancement has attracted extensive research attention recently, which has shown remarkable effectiveness in improving the visibility of low-quality images. However, these methods are often constrained to specific dat...
Humans Retina Algorithms Image Interpretation, Computer-Assisted Image Processing, Computer-Assisted Image Enhancement Deep Learning Fundus Oculi
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GINClus: RNA structural motif clustering using graph isomorphism network.

NAR genomics and bioinformatics Apr 26, 2025
Ribonucleic acid (RNA) structural motif identification is a crucial step for understanding RNA structure and functionality. Due to the complexity and variations of RNA 3D structures, identifying RNA structural motifs is challenging and time-consuming...
RNA Algorithms Nucleotide Motifs Nucleic Acid Conformation Software Deep Learning Cluster Analysis
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Fast and automatic coronary artery segmentation using nnU-Net for non-contrast enhanced magnetic resonance coronary angiography.

The international journal of cardiovascular imaging Apr 26, 2025
Non-contrast enhanced magnetic resonance coronary angiography (MRCA) is a promising coronary heart disease screening modality. However, its clinical application is hindered by inherent limitations, including low spatial resolution and insufficient co...
Automation Coronary Vessels Magnetic Resonance Angiography Image Interpretation, Computer-Assisted Observer Variation Computed Tomography Angiography Deep Learning Time Factors Coronary Angiography Coronary Artery Disease Predictive Value of Tests Male Middle Aged Reproducibility of Results Aged Humans Female
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Enhancing Transthyretin Binding Affinity Prediction with a Consensus Model: Insights from the Tox24 Challenge.

Chemical research in toxicology Apr 26, 2025
Transthyretin (TTR) plays a vital role in thyroid hormone transport and homeostasis in both the blood and target tissues. Interactions between exogenous compounds and TTR can disrupt the function of the endocrine system, potentially causing toxicity....
Humans Deep Learning Ligands Prealbumin Protein Binding Binding Sites
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Low-cost video-based air quality estimation system using structured deep learning with selective state space modeling.

Environment international Apr 26, 2025
Air quality is crucial for both public health and environmental sustainability. An efficient and cost-effective model is essential for accurate air quality predictions and proactive pollution control. However, existing research primarily focuses on s...
Particulate Matter Video Recording Deep Learning Air Pollutants Environmental Monitoring Air Pollution
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