AIMC Topic: Deep Learning

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A deep dive into artificial intelligence with enhanced optimization-based security breach detection in internet of health things enabled smart city environment.

Scientific reports Jul 2, 2025
Internet of Health Things (IoHT) plays a vital role in everyday routine by giving electronic healthcare services and the ability to improve patient care quality. IoHT applications and devices become widely susceptible to cyber-attacks as the tools ar...
Cities Algorithms Humans Internet of Things Deep Learning Artificial Intelligence Computer Security
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Optimizing the early diagnosis of neurological disorders through the application of machine learning for predictive analytics in medical imaging.

Scientific reports Jul 2, 2025
Early diagnosis of Neurological Disorders (ND) such as Alzheimer's disease (AD) and Brain Tumors (BT) can be highly challenging since these diseases cause minor changes in the brain's anatomy. Magnetic Resonance Imaging (MRI) is a vital tool for diag...
ROC Curve Magnetic Resonance Imaging Early Diagnosis Alzheimer Disease Machine Learning Nervous System Diseases Humans Deep Learning Neural Networks, Computer
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A multi-modal graph-based framework for Alzheimer's disease detection.

Scientific reports Jul 2, 2025
We propose a compositional graph-based Machine Learning (ML) framework for Alzheimer's disease (AD) detection that constructs complex ML predictors from modular components. In our directed computational graph, datasets are represented as nodes [Formu...
Alzheimer Disease Deep Learning Image Processing, Computer-Assisted Magnetic Resonance Imaging Female Humans Male Machine Learning Algorithms
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A ubiquitous and interoperable deep learning model for automatic detection of pleomorphic gastroesophageal lesions.

Scientific reports Jul 2, 2025
In recent years, artificial intelligence (AI) has been widely explored to enhance capsule endoscopy (CE), with the goal of improving the efficiency of the reading process. While most AI models have been developed for small bowel and colon analysis, t...
Humans Female Aged Neural Networks, Computer Middle Aged Capsule Endoscopy Sensitivity and Specificity Deep Learning Male Esophageal Neoplasms
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A dual encoder network with multiscale feature fusion and multiple pooling channel spatial attention for skin scar image segmentation.

Scientific reports Jul 2, 2025
Skin scar is a prevalent dermatological concern that impacts both aesthetic appearance and psychological well-being, making precise delineation of scar tissue essential for clinical treatment. To address the challenge of scar image segmentation, this...
Image Processing, Computer-Assisted Humans Cicatrix Skin Algorithms Neural Networks, Computer Deep Learning
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CareAssist GPT improves patient user experience with a patient centered approach to computer aided diagnosis.

Scientific reports Jul 2, 2025
The rapid integration of artificial intelligence (AI) into healthcare has enhanced diagnostic accuracy; however, patient engagement and satisfaction remain significant challenges that hinder the widespread acceptance and effectiveness of AI-driven cl...
Patient-Centered Care Patient Satisfaction Artificial Intelligence Female Diagnosis, Computer-Assisted Deep Learning Male Humans Neural Networks, Computer
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CLASEG: advanced multiclassification and segmentation for differential diagnosis of oral lesions using deep learning.

Scientific reports Jul 2, 2025
Oral cancer has a high mortality rate primarily due to delayed diagnoses, highlighting the need for early detection of oral lesions. This study presents a novel deep learning framework for multi-class classification-based segmentation, enabling accur...
Humans Deep Learning Image Processing, Computer-Assisted Diagnosis, Differential Mouth Neoplasms
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Enhanced security for medical images using a new 5D hyper chaotic map and deep learning based segmentation.

Scientific reports Jul 2, 2025
Medical image encryption is important for maintaining the confidentiality of sensitive medical data and protecting patient privacy. Contemporary healthcare systems store significant patient data in text and graphic form. This research proposes a New ...
Humans Algorithms Deep Learning Confidentiality Computer Security Image Processing, Computer-Assisted Diagnostic Imaging
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Clustering cell nuclei on microgrooves for disease diagnosis using deep learning.

Scientific reports Jul 2, 2025
Various diseases including laminopathies and certain types of cancer are associated with abnormal nuclear mechanical properties that influence cellular and nuclear deformations in complex environments. Recently, microgroove substrates designed to mim...
Cell Nucleus Lamin Type A Mutation Myoblasts Cluster Analysis Deep Learning Humans Image Processing, Computer-Assisted
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Developing an innovative lung cancer detection model for accurate diagnosis in AI healthcare systems.

Scientific reports Jul 2, 2025
Accurate Lung cancer (LC) identification is a big medical problem in the AI-based healthcare systems. Various deep learning-based methods have been proposed for Lung cancer diagnosis. In this study, we proposed a Deep learning techniques-based integr...
Humans Neural Networks, Computer Algorithms Diagnosis, Computer-Assisted Deep Learning Delivery of Health Care Lung Neoplasms Tomography, X-Ray Computed
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