AIMC Topic: Deep Learning

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Accelerated Multi-b-Value DWI Using Deep Learning Reconstruction: Image Quality Improvement and Microvascular Invasion Prediction in BCLC Stage A Hepatocellular Carcinoma.

Academic radiology Feb 17, 2025
RATIONALE AND OBJECTIVES: To investigate the effect of accelerated deep-learning (DL) multi-b-value DWI (Mb-DWI) on acquisition time, image quality, and predictive ability of microvascular invasion (MVI) in BCLC stage A hepatocellular carcinoma (HCC)...
Liver Neoplasms Carcinoma, Hepatocellular Neoplasm Invasiveness Middle Aged Deep Learning Signal-To-Noise Ratio Diffusion Magnetic Resonance Imaging Microvessels Neoplasm Staging Quality Improvement Image Interpretation, Computer-Assisted Humans Prospective Studies Female Aged Adult Male
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Non-destructive origin and ginsenoside analysis of American ginseng via NIR and deep learning.

Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy Feb 17, 2025
American ginseng is widely in demand as a famous medicinal herb, but the production conditions affect the content of ginsenosides in American ginseng, which in turn affects its medicinal value. Currently, it remains a challenge to simultaneously iden...
Ginsenosides Panax Spectroscopy, Near-Infrared Deep Learning
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A deep transfer learning approach for Real-Time traffic conflict prediction with trajectory data.

Accident; analysis and prevention Feb 17, 2025
Recently, real-time traffic conflict prediction has drawn increasing attention due to its significant potential in proactive traffic safety systems. While various statistical and machine learning models have been developed for conflict prediction, tr...
Humans Accidents, Traffic Deep Learning Automobile Driving
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Application of deep learning for evaluation of the growth rate of Daphnia magna.

Journal of bioscience and bioengineering Feb 17, 2025
For the safe use of chemicals widely used in human activities, it is crucial to assess their ecological impacts when released into the environment. Daphnia, a well-established environmental indicator species, is commonly used to evaluate the biologic...
Animals Image Processing, Computer-Assisted Daphnia Deep Learning Daphnia magna
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FusionNet: Dual input feature fusion network with ensemble based filter feature selection for enhanced brain tumor classification.

Brain research Feb 17, 2025
Brain tumors pose a significant threat to human health, require a precise and quick diagnosis for effective treatment. However, achieving high diagnostic accuracy with traditional methods remains challenging due to the complex nature of brain tumors....
Brain Brain Neoplasms Datasets as Topic Deep Learning Image Processing, Computer-Assisted Magnetic Resonance Imaging Image Interpretation, Computer-Assisted
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TimePAD─Unveiling Temporal Sequence ELISA Signal by Deep Learning for Rapid Readout and Improved Accuracy in a Microfluidic Paper-Based Analytical Platform.

Analytical chemistry Feb 17, 2025
The integration of paper-based microfluidics with deep learning represents a pivotal trend in enhancing diagnostic capabilities. This paper introduces a new approach to improve the performance of a paper-based microfluidic enzyme-linked immunosorbent...
Animals Deep Learning Time Factors Immunoglobulin G Rabbits Lab-On-A-Chip Devices Microfluidic Analytical Techniques Colorimetry Enzyme-Linked Immunosorbent Assay Paper
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MARBLE: interpretable representations of neural population dynamics using geometric deep learning.

Nature methods Feb 17, 2025
The dynamics of neuron populations commonly evolve on low-dimensional manifolds. Thus, we need methods that learn the dynamical processes over neural manifolds to infer interpretable and consistent latent representations. We introduce a representatio...
Nonlinear Dynamics Computer Simulation Animals Deep Learning Rats Models, Neurological Neurons Neural Networks, Computer Algorithms
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A Multimodal Pain Sentiment Analysis System Using Ensembled Deep Learning Approaches for IoT-Enabled Healthcare Framework.

Sensors (Basel, Switzerland) Feb 17, 2025
This study introduces a multimodal sentiment analysis system to assess and recognize human pain sentiments within an Internet of Things (IoT)-enabled healthcare framework. This system integrates facial expressions and speech-audio recordings to evalu...
Pain Delivery of Health Care Facial Expression Humans Video Recording Deep Learning Neural Networks, Computer Internet of Things Pain Measurement
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Comparative analysis of intestinal tumor segmentation in PET CT scans using organ based and whole body deep learning.

BMC medical imaging Feb 17, 2025
BACKGROUND: 18-Fluoro-deoxyglucose positron emission tomography/computed tomography (FDG-PET/CT) is a valuable imaging tool widely used in the management of cancer patients. Deep learning models excel at segmenting highly metabolic tumors but face ch...
Male Middle Aged Deep Learning Positron Emission Tomography Computed Tomography Radiopharmaceuticals Fluorodeoxyglucose F18 Humans Female Aged Whole Body Imaging Intestinal Neoplasms
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Research on the development of an intelligent prediction model for blood pressure variability during hemodialysis.

BMC nephrology Feb 17, 2025
OBJECTIVE: Blood pressure fluctuations during dialysis, including intradialytic hypotension (IDH) and intradialytic hypertension (IDHTN), are common complications among patients undergoing maintenance hemodialysis. Early prediction of IDH and IDHTN c...
Hypotension Hypertension Blood Pressure Aged Adult Male Humans Middle Aged Machine Learning Deep Learning Female Renal Dialysis
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