AIMC Topic: Deep Learning

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Dual prompt personalized federated learning in foundation models.

Scientific reports Jul 31, 2025
Personalized federated learning (PFL) has garnered significant attention for its ability to address heterogeneous client data distributions while preserving data privacy. However, when local client data is limited, deep learning models often suffer f...
Federated Learning Humans Machine Learning Deep Learning Models, Theoretical
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Development of a novel deep learning method that transforms tabular input variables into images for the prediction of SLD.

Scientific reports Jul 31, 2025
Steatotic liver disease (SLD), formerly named fatty liver disease, has a prevalence estimated at 30-38% in adults. Detection of SLD is important, since prompt initiation of treatment can stop disease progression, lead to a reduction in adverse outcom...
Non-alcoholic Fatty Liver Disease ROC Curve Humans Male Female Image Processing, Computer-Assisted Middle Aged Fatty Liver Adult Deep Learning Sensitivity and Specificity
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Impact of large language models and vision deep learning models in predicting neoadjuvant rectal score for rectal cancer treated with neoadjuvant chemoradiation.

BMC medical imaging Jul 31, 2025
This study aims to explore Deep Learning methods, namely Large Language Models (LLMs) and Computer Vision models to accurately predict neoadjuvant rectal (NAR) score for locally advanced rectal cancer (LARC) treated with neoadjuvant chemoradiation (N...
Aged Male Middle Aged Deep Learning Neoadjuvant Therapy Humans Tomography, X-Ray Computed Magnetic Resonance Imaging Language Female Rectal Neoplasms Chemoradiotherapy Large Language Models
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A dataset for recognition of Arabic accents from spoken L2 English speech (ArL2Eng).

Scientific data Jul 31, 2025
This paper introduces the ArL2Eng dataset, a speech corpus of L2 English produced by native speakers of Arabic, and highlights its potential in supporting research into automated language assessment. ArL2Eng comprises audio sequences from speakers of...
Speech Arabs Phonetics Multilingualism Humans Language Deep Learning
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Investigating the Impact of the Stationarity Hypothesis on Heart Failure Detection using Deep Convolutional Scattering Networks and Machine Learning.

Scientific reports Jul 31, 2025
Detection of Cardiovascular Diseases (CVDs) has become crucial nowadays, as the World Health Organization (WHO) declares CVDs as the major leading causes of death in the globe. Moreover, the death rate due to CVDs is expected to rise in the next few ...
Arrhythmias, Cardiac Algorithms Deep Learning Electrocardiography Signal Processing, Computer-Assisted Heart Failure Humans Machine Learning
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Advancing deep learning for expressive music composition and performance modeling.

Scientific reports Jul 31, 2025
The pursuit of expressive and human-like music generation remains a significant challenge in the field of artificial intelligence (AI). While deep learning has advanced AI music composition and transcription, current models often struggle with long-t...
Music Humans Neural Networks, Computer Artificial Intelligence Deep Learning Emotions
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AI-assisted intraoperative navigation for safe right liver mobilization in pure laparoscopic donor hepatectomy: an experimental multi-institutional validation study.

Scientific reports Jul 31, 2025
Minimally invasive liver surgery (MILS) offers significant benefits but faces limited adoption due to its steep learning curve. This study explores the potential of artificial intelligence (AI) in assisting the performance of major MILS by providing ...
Artificial Intelligence Female Male Humans Living Donors Laparoscopy Surgery, Computer-Assisted Middle Aged Deep Learning Liver Liver Transplantation Hepatectomy
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Data Collection for Automatic Depression Identification in Spanish Speakers Using Deep Learning Algorithms: Protocol for a Case-Control Study.

JMIR research protocols Jul 31, 2025
BACKGROUND: Depression is a mental health condition that affects millions of people worldwide. Although common, it remains difficult to diagnose due to its heterogeneous symptomatology. Mental health questionnaires are currently the most used assessm...
Voice Smartphone Data Collection Spain Female Adult Male Case-Control Studies Deep Learning Depression Humans Neural Networks, Computer Algorithms
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Artificial intelligence in hepatopancreatobiliary surgery for clinical outcome prediction: current perspective and future direction.

Journal of robotic surgery Jul 31, 2025
The expanding and evolving role of artificial intelligence (AI) in surgery has been enhanced by the adoption of robotic-assisted surgery (RAS), which provides a platform to facilitate the integration and utilisation of AI technologies. One area where...
Humans Artificial Intelligence Robotic Surgical Procedures Biliary Tract Surgical Procedures Digestive System Surgical Procedures Postoperative Complications Deep Learning Treatment Outcome
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Deep learning-based real-time detection of head and neck tumors during radiation therapy.

Physics in medicine and biology Jul 31, 2025
Clinical drivers for real-time head and neck (H&N) tumor tracking during radiation therapy (RT) are accounting for motion caused by changes to the immobilization mask fit, and to reduce mask-related patient distress by replacing the masks with patien...
Head and Neck Neoplasms Humans Time Factors Radiotherapy, Image-Guided Deep Learning Cone-Beam Computed Tomography Image Processing, Computer-Assisted
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