AIMC Topic: Deep Learning

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Deep learning model applied to real-time delineation of colorectal polyps.

BMC medical informatics and decision making Jun 4, 2025
BACKGROUND: Deep learning models have shown considerable potential to improve diagnostic accuracy across medical fields. Although YOLACT has demonstrated real-time detection and segmentation in non-medical datasets, its application in medical setting...
Image Interpretation, Computer-Assisted Deep Learning Humans Colonic Polyps Colonoscopy
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A hybrid GAN-based deep learning framework for thermogram-based breast cancer detection.

Scientific reports Jun 4, 2025
Breast cancer remains one of the most prevalent and life-threatening diseases among women worldwide, necessitating early and accurate detection methods. Traditional diagnostic approaches often face limitations in sensitivity and specificity, highligh...
Deep Learning Thermography Neural Networks, Computer Humans Early Detection of Cancer Female Algorithms Breast Neoplasms
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Deep learning based rapid X-ray fluorescence signal extraction and image reconstruction for preclinical benchtop X-ray fluorescence computed tomography applications.

Scientific reports Jun 4, 2025
Recent research advances have resulted in an experimental benchtop X-ray fluorescence computed tomography (XFCT) system that likely meets the imaging dose/scan time constraints for benchtop XFCT imaging of live mice injected with gold nanoparticles (...
Tomography, X-Ray Computed Phantoms, Imaging Gold Image Processing, Computer-Assisted Mice Metal Nanoparticles Animals Neural Networks, Computer Deep Learning
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Automated interpretation of cardiotocography using deep learning in a nationwide multicenter study.

Scientific reports Jun 4, 2025
Timely detection of abnormal cardiotocography (CTG) during labor plays a crucial role in enhancing fetal prognosis. Recent research has explored the use of deep learning for CTG interpretation, most studies rely on small, localized datasets or focus ...
Humans Pregnancy Female Heart Rate, Fetal Cardiotocography Deep Learning Area Under Curve ROC Curve
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Trajectory-Ordered Objectives for Self-Supervised Representation Learning of Temporal Healthcare Data Using Transformers: Model Development and Evaluation Study.

JMIR medical informatics Jun 4, 2025
BACKGROUND: The growing availability of electronic health records (EHRs) presents an opportunity to enhance patient care by uncovering hidden health risks and improving informed decisions through advanced deep learning methods. However, modeling EHR ...
Humans Electronic Health Records Deep Learning Supervised Machine Learning
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The effects of learning experience on college students' deep english learning: a study of the chain mediation effect of motivation and strategy.

PloS one Jun 4, 2025
This study focuses on the impact of learning experience on college students' deep learning of English and the chain-mediated effects of motivation and strategy. In the context of globalization, English is crucial for university students, but traditio...
Deep Learning Adolescent Universities Motivation Male Students Young Adult Adult Humans Learning Female Language
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Verification and application of deep learning models in daily sports activities of teenagers.

PloS one Jun 4, 2025
With the development of smart wearable devices and deep learning (DL) technology, the monitoring and analysis of daily sports activities of teenagers face new opportunities. At present, traditional CNN (Convolutional Neural Network) models are mostly...
Female Male Humans Neural Networks, Computer Sports Racquet Sports Deep Learning Adolescent
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Application of ConvNeXt with transfer learning and data augmentation for malaria parasite detection in resource-limited settings using microscopic images.

PloS one Jun 4, 2025
Malaria continues to be a severe health problem across the globe, especially within resource-limited areas which lack both skilled diagnostic personnel and diagnostic equipment. This study investigates the use of deep learning diagnosis for malaria t...
Humans Microscopy Plasmodium falciparum Resource-Limited Settings Malaria Deep Learning Image Processing, Computer-Assisted
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Towards sustainable solutions: Effective waste classification framework via enhanced deep convolutional neural networks.

PloS one Jun 4, 2025
As industrialization and the development of smart cities progress, effective waste collection, classification, and management have become increasingly vital. Recycling processes depend on accurately identifying and restoring waste materials to their ...
Recycling Waste Management Deep Learning Convolutional Neural Networks Neural Networks, Computer
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Explainable RNA-Small Molecule Binding Affinity Prediction Based on Multiview Enhancement Learning.

Journal of chemical information and modeling Jun 3, 2025
RNA has the potential to serve as a drug target, requiring RNA-small molecule binding affinity to screen potential drugs generally. However, accurately predicting RNA-small molecule binding affinity remains a highly challenging task. This study propo...
Deep Learning RNA Small Molecule Libraries
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