AIMC Topic: Deep Learning

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Unveiling encephalopathy signatures: A deep learning approach with locality-preserving features and hybrid neural network for EEG analysis.

Neuroscience letters Jan 31, 2025
EEG signals exhibit spatio-temporal characteristics due to the neural activity dispersion in space over the brain and the dynamic temporal patterns of electrical activity in neurons. This study tries to effectively utilize the spatio-temporal nature ...
Electroencephalography Brain Signal Processing, Computer-Assisted Deep Learning Brain Diseases Humans Neural Networks, Computer
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Integrating deep learning algorithms for forecasting evapotranspiration and assessing crop water stress in agricultural water management.

Journal of environmental management Jan 31, 2025
The increasing impacts of climate change on global agriculture necessitate the development of advanced predictive models for efficient water management in crop fields. This study aims to enhance the forecasting of evapotranspiration (ET), potential e...
Neural Networks, Computer Agriculture Agricultural Irrigation Crops, Agricultural Deep Learning Climate Change Algorithms Water Forecasting
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Predicting survival in malignant glioma using artificial intelligence.

European journal of medical research Jan 31, 2025
Malignant gliomas, including glioblastoma, are amongst the most aggressive primary brain tumours, characterised by rapid progression and a poor prognosis. Survival analysis is an essential aspect of glioma management and research, as most studies use...
Brain Neoplasms Deep Learning Machine Learning Prognosis Humans Glioma Artificial Intelligence
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Towards unbiased skin cancer classification using deep feature fusion.

BMC medical informatics and decision making Jan 31, 2025
This paper introduces SkinWiseNet (SWNet), a deep convolutional neural network designed for the detection and automatic classification of potentially malignant skin cancer conditions. SWNet optimizes feature extraction through multiple pathways, emph...
Deep Learning Image Interpretation, Computer-Assisted Neural Networks, Computer Humans Melanoma Skin Neoplasms
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A deep learning model for assistive decision-making during robot-aided rehabilitation therapies based on therapists' demonstrations.

Journal of neuroengineering and rehabilitation Jan 31, 2025
BACKGROUND: A promising approach to improving motor recovery during rehabilitation is the use of robotic rehabilitation devices. These robotic devices provide tools to monitor the patient's recovery progress while providing highly standardized and in...
Adult Male Humans Deep Learning Neurological Rehabilitation Middle Aged Robotics Female Decision Making Upper Extremity
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Automated strabismus detection and classification using deep learning analysis of facial images.

Scientific reports Jan 31, 2025
Strabismus, or eye misalignment, is a common condition affecting individuals of all ages. Early detection and accurate classification are essential for proper treatment and avoiding long-term complications. This research presents a new deep-learning-...
Face Image Processing, Computer-Assisted Strabismus Neural Networks, Computer Female Deep Learning Child Male Humans
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Localization and detection of deepfake videos based on self-blending method.

Scientific reports Jan 31, 2025
Deepfake technology, which encompasses various video manipulation techniques implemented through deep learning algorithms-such as face swapping and expression alteration-has advanced to generate fake videos that are increasingly difficult for human o...
Algorithms Deep Learning Video Recording Image Processing, Computer-Assisted Humans
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Comparison of deep transfer learning models for classification of cervical cancer from pap smear images.

Scientific reports Jan 31, 2025
Cervical cancer is one of the most commonly diagnosed cancers worldwide, and it is particularly prevalent among women living in developing countries. Traditional classification algorithms often require segmentation and feature extraction techniques t...
Female Uterine Cervical Neoplasms Neural Networks, Computer Algorithms Image Processing, Computer-Assisted Vaginal Smears Deep Learning Papanicolaou Test Humans
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Self-supervised parametric map estimation for multiplexed PET with a deep image prior.

Physics in medicine and biology Jan 31, 2025
Multiplexed positron emission tomography (mPET) imaging allows simultaneous observation of physiological and pathological information from multiple tracers in a single PET scan. Although supervised deep learning has demonstrated superior performance ...
Humans Image Processing, Computer-Assisted Supervised Machine Learning Positron-Emission Tomography Brain Deep Learning
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GGSYOLOv5: Flame recognition method in complex scenes based on deep learning.

PloS one Jan 31, 2025
The continuous development of the field of artificial intelligence, not only makes people's lives more convenient but also plays a role in the supervision and protection of people's lives and property safety. News of the fire is not uncommon, and fir...
Humans Neural Networks, Computer Deep Learning Fires Algorithms
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