AIMC Topic: Deep Learning

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Diagnosis of psoriasis and lichen planus in real-time using neural networks based on skin Biomechanical properties obtained from numerical simulation.

Scientific reports Jul 3, 2025
Due to their similar clinical presentations, the scarcity of competent dermatologists, and the urgency of diagnosis, the accurate diagnosis of dermatological conditions such as Psoriasis and Lichen Planus is challenging. This study introduces a novel...
Skin Lichen Planus Deep Learning Psoriasis Female Adult Male Middle Aged Biomechanical Phenomena Humans Neural Networks, Computer Computer Simulation
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De-speckling of medical ultrasound image using metric-optimized knowledge distillation.

Scientific reports Jul 3, 2025
Ultrasound imaging provides real-time views of internal organs, which are essential for accurate diagnosis and treatment. However, speckle noise, caused by wave interactions with tissues, creates a grainy texture that hides crucial details. This nois...
Humans Ultrasonography Image Processing, Computer-Assisted Signal-To-Noise Ratio Algorithms Deep Learning
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Deep learning-based approach to third molar impaction analysis with clinical classifications.

Scientific reports Jul 3, 2025
This study developed a deep learning model for the automated detection and classification of impacted third molars using the Pell and Gregory Classification, Winter's Classification, and Pederson Difficulty Index. Panoramic radiographs of patients tr...
Deep Learning Molar, Third Tooth, Impacted Radiography, Panoramic Retrospective Studies Female Male Humans
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Exploring Protein-Protein Docking Tools: Comprehensive Insights into Traditional and Deep-Learning Approaches.

Journal of chemical information and modeling Jul 2, 2025
Protein-protein interactions are crucial for numerous biological activities such as signaling, enzyme catalysis, gene expression regulation, cell adhesion, immune response, and drug action. Structural characterization of these interactions can elucid...
Protein Binding Proteins Protein Interaction Mapping Molecular Docking Simulation Deep Learning Humans
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EquiCPI: SE(3)-Equivariant Geometric Deep Learning for Structure-Aware Prediction of Compound-Protein Interactions.

Journal of chemical information and modeling Jul 2, 2025
Accurate prediction of compound-protein interactions (CPI) remains a cornerstone challenge in computational drug discovery. While existing sequence-based approaches leverage molecular fingerprints or graph representations, they critically overlook th...
Protein Binding Proteins Models, Molecular Drug Discovery Deep Learning Ligands Protein Conformation
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Deep learning for automated dental plaque index assessment: validation against expert evaluations.

BMC oral health Jul 2, 2025
BACKGROUND: The integration of artificial intelligence (AI) into healthcare has led to promising advancements in clinical decision-making and diagnostic accuracy. In dentistry, automated methods to evaluate oral hygiene measures, such as dental plaqu...
Male Humans Reproducibility of Results Dental Plaque Deep Learning Dental Plaque Index Female Adult
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Deep learning-based quantitative analysis of glomerular morphology in IgA nephropathy whole slide images and its prognostic implications.

Scientific reports Jul 2, 2025
Kidney pathology of immunoglobulin A nephropathy (IgAN), which is the key finding of both diagnosis and risk stratification, involves labor-intensive manual interpretation as well as unavoidable interpreter-dependent variabilities. We propose artific...
Adult Humans Image Processing, Computer-Assisted Disease Progression Prognosis Kidney Glomerulus Male Deep Learning Female Glomerulonephritis, IGA Middle Aged
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A human activity recognition model based on deep neural network integrating attention mechanism.

Scientific reports Jul 2, 2025
Human Activity Recognition (HAR) is crucial in multiple fields. Existing HAR techniques include manual feature extraction, codebook-based methods, and deep learning, each with limitations. This paper presents DCAM-Net (DeepConvAttentionMLPNet), a nov...
Smartphone Attention Human Activities Algorithms Male Deep Learning Humans Neural Networks, Computer
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LSTM autoencoder based parallel architecture for deepfake audio detection with dynamic residual encoding and feature fusion.

Scientific reports Jul 2, 2025
With the rapid advancement of synthetic speech technologies, detecting deepfake audio has become essential for preventing impersonation and misinformation. This study aims to enhance detection performance by addressing limitations in existing models,...
Speech Algorithms Voice Humans Deep Learning Autoencoder Neural Networks, Computer
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Optimizing visual data retrieval using deep learning driven CBIR for improved human machine interaction.

Scientific reports Jul 2, 2025
Content-based image retrieval (CBIR) systems have formidable obstacles in connecting human comprehension with machine-driven feature extraction due to the exponential expansion of visual data across many areas. Robust performance across varied datase...
Information Storage and Retrieval Humans Neural Networks, Computer Deep Learning Algorithms Image Processing, Computer-Assisted
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