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Background: The Mirror Tracing Task (MTT) is a widely known test of motor learning. Participants are required to trace a star looking at their hand as a reflection in a mirror. In this work we introduce a new way of analysis beyond its simplicity.
View Article and Find Full Text PDFDSIA U-Net: deep shallow interaction with attention mechanism UNet for remote sensing satellite images.
Sci Rep
January 2025
Physics Department, Science College, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia.
Semantic segmentation of high-resolution images from remote sensing is crucial across various sectors. However, due to limitations in computational resources and the complexity of network architectures, many sophisticated semantic segmentation models struggle with efficiency in real-world applications, leading to an interest in developing lightweight model like borders. These models often employ a dual-branch structure, which balances processing speed and performance effectively.
View Article and Find Full Text PDFDPFunc: accurately predicting protein function via deep learning with domain-guided structure information.
Nat Commun
January 2025
School of Computer Science and Engineering, Central South University, Changsha, 410083, China.
Computational methods for predicting protein function are of great significance in understanding biological mechanisms and treating complex diseases. However, existing computational approaches of protein function prediction lack interpretability, making it difficult to understand the relations between protein structures and functions. In this study, we propose a deep learning-based solution, named DPFunc, for accurate protein function prediction with domain-guided structure information.
View Article and Find Full Text PDFAdvanced generative adversarial network for optimizing layout of wireless sensor networks.
Sci Rep
December 2024
Department of Computer Science, College of Science, Northern Border University, 73213, Arar, Saudi Arabia.
The best layout design related to the sensor node distribution represents one among the major research questions in Wireless Sensor Networks (WSNs). It has a direct impact on WSNs' cost, detection capabilities, and monitoring quality. The optimization of several conflicting objectives, including as load balancing, coverage, cost, lifetime, connection, and energy consumption of sensor nodes, is necessary for layout optimization.
View Article and Find Full Text PDFDeveloping a Bilingual Health Education Program to Identify and Address Healthcare Misinformation in a Border Community.
J Prim Care Community Health
December 2024
Texas Tech University Health Sciences Center El Paso, El Paso, TX, USA.
El Paso Health Education and Awareness Team (EP-HEAT®) is a bilingual program focused on increasing health awareness and dispelling health-related misinformation in the U.S.-Mexico border region.
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