AIMC Topic: Neural Networks, Computer

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Individual muscle strengths in rehabilitation outcomes of distal radius fracture.

Journal of neuroengineering and rehabilitation Jun 24, 2025
BACKGROUND: Distal radius fractures (DRFs) are common fracture types and elderly patients often struggle to achieve functional recovery, which could be overcome by precise rehabilitation. This study aims to develop an innovative approach for acquirin...
Electromyography Radius Fractures Wrist Fractures Muscle Strength Dynamometer Muscle, Skeletal Muscle Strength Treatment Outcome Hand Strength Female Aged Male Middle Aged Adult Humans Neural Networks, Computer
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Performance of deep-learning models incorporating knee alignment information for predicting ground reaction force during walking.

Biomedical engineering online Jun 24, 2025
BACKGROUND: Wearable sensors combined with deep-learning models are increasingly being used to predict biomechanical variables. Researchers have focused on either simple neural networks or complex pretrained models with multiple layers. In addition, ...
Adult Biomechanical Phenomena Neural Networks, Computer Female Walking Mechanical Phenomena Knee Male Deep Learning Humans
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generation of peptide binders with desired properties by deep generative models reinforced through enrichment of focused sets for iterative fine-tuning.

Chemical communications (Cambridge, England) Jun 24, 2025
Recurrent neural networks underwent reinforcement procedures for generation of peptide binders with desired properties. Docking and scoring of peptides from these models allowed enrichment of focused sets with validated sequences for iterative fine-...
Neural Networks, Computer Molecular Docking Simulation Peptides Protein Binding
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Shear wave velocity prediction using Long Short-Term Memory Network with generative adversarial mechanism.

PloS one Jun 24, 2025
Shear wave velocity (Vs) serves as a crucial petrophysical parameter for subsurface characterization, yet its acquisition remains challenging. While long short-term memory (LSTM) networks have emerged as the predominant solution for Vs prediction by ...
Neural Networks, Computer China Algorithms Memory, Short-Term
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An integrated IKOA-CNN-BiGRU-Attention framework with SHAP explainability for high-precision debris flow hazard prediction in the Nujiang river basin, China.

PloS one Jun 24, 2025
Debris flows represent a persistent challenge for disaster prediction in mountainous regions due to their highly nonlinear and multivariate triggering mechanisms. This study proposes an explainable deep learning framework, the Improved Kepler Optimiz...
Environmental Monitoring Rivers Neural Networks, Computer Algorithms Deep Learning China
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A flow pattern recognition method for gas-liquid two-phase flow based on dilated convolutional channel attention mechanism.

PloS one Jun 24, 2025
Addressing the issue of insufficient key feature extraction leading to low recognition rates in existing deep learning-based flow pattern identification methods, this paper proposes a novel flow pattern image recognition model, Enhanced DenseNet with...
Neural Networks, Computer Algorithms Deep Learning Pattern Recognition, Automated Gases Image Processing, Computer-Assisted
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Systematic review of generative adversarial networks (GANs) in cell microscopy: Trends, practices, and impact on image augmentation.

PloS one Jun 24, 2025
Cell microscopy is the main tool that allows researchers to study microorganisms and plays a key role in observing and understanding the morphology, interactions, and development of microorganisms. However, there exist limitations in both the techniq...
Generative Adversarial Networks Humans Image Processing, Computer-Assisted Neural Networks, Computer Microscopy Deep Learning
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Rockburst grade evaluation and parameter sensitivity analysis based on SSA-PNN framework: Considering rock mass strength.

PloS one Jun 24, 2025
The occurrence of rockburst is closely related to the strength and stress conditions of rock mass. The Lalin Railway tunnel in China was taken as an example, the strength and stress parameters of rock mass at 22 rockburst locations were obtained by u...
Neural Networks, Computer China Stress, Mechanical Algorithms Railroads Compressive Strength
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Recognizing American Sign Language gestures efficiently and accurately using a hybrid transformer model.

Scientific reports Jun 23, 2025
Gesture recognition plays a vital role in computer vision, especially for interpreting sign language and enabling human-computer interaction. Many existing methods struggle with challenges like heavy computational demands, difficulty in understanding...
Gestures Sign Language Humans Neural Networks, Computer
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BrainNet-GAN: Generative Adversarial Graph Convolutional Network for Functional Brain Network Synthesis from Routine Clinical Brain Structural T1-Weighted Sequence.

Brain topography Jun 23, 2025
Functional brain network (FBN) derived from functional Magnetic Resonance Imaging (fMRI) has promising prospects in clinical research, but fMRI is not a routine acquisition data, which limits its popularity in clinical applications. Therefore, it is ...
Magnetic Resonance Imaging Humans Brain Mapping Neural Networks, Computer Female Male Nerve Net Adult Image Processing, Computer-Assisted Brain
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