AIMC Topic: Deep Learning

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Progressive Feature Fusion Attention Dense Network for Speckle Noise Removal in OCT Images.

IEEE/ACM transactions on computational biology and bioinformatics Aug 9, 2024
Although deep learning for Big Data analytics has achieved promising results in the field of optical coherence tomography (OCT) image denoising, the low recognition rate caused by complex noise distribution and a large number of redundant features is...
Signal-To-Noise Ratio Deep Learning Image Processing, Computer-Assisted Tomography, Optical Coherence Retina Humans Algorithms
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Impact of training data composition on the generalizability of convolutional neural network aortic cross-section segmentation in four-dimensional magnetic resonance flow imaging.

Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance Aug 8, 2024
BACKGROUND: Four-dimensional cardiovascular magnetic resonance flow imaging (4D flow CMR) plays an important role in assessing cardiovascular diseases. However, the manual or semi-automatic segmentation of aortic vessel boundaries in 4D flow data int...
Bicuspid Aortic Valve Disease Datasets as Topic Blood Flow Velocity Aorta Predictive Value of Tests Regional Blood Flow Image Interpretation, Computer-Assisted Deep Learning Perfusion Imaging Adult Reproducibility of Results Humans Case-Control Studies Aortic Valve Male Aged Neural Networks, Computer Middle Aged Hemodynamics Young Adult Female
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Deep learning MR reconstruction in knees and ankles in children and young adults. Is it ready for clinical use?

Skeletal radiology Aug 8, 2024
OBJECTIVE: To evaluate the diagnostic performance and image quality of accelerated Turbo Spin Echo sequences using deep-learning (DL) reconstructions compared to conventional sequences in knee and ankle MRIs of children and young adults.
Young Adult Adult Sensitivity and Specificity Male Humans Prospective Studies Female Magnetic Resonance Imaging Knee Joint Image Interpretation, Computer-Assisted Ankle Joint Deep Learning Adolescent Child
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Automated 3D Cobb Angle Measurement Using U-Net in CT Images of Preoperative Scoliosis Patients.

Journal of imaging informatics in medicine Aug 8, 2024
To propose a deep learning framework "SpineCurve-net" for automated measuring the 3D Cobb angles from computed tomography (CT) images of presurgical scoliosis patients. A total of 116 scoliosis patients were analyzed, divided into a training set of 8...
Female Young Adult Adult Male Humans Tomography, X-Ray Computed Radiographic Image Interpretation, Computer-Assisted Scoliosis Deep Learning Adolescent Imaging, Three-Dimensional
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Investigation of heat-induced pork batter quality detection and change mechanisms using Raman spectroscopy coupled with deep learning algorithms.

Food chemistry Aug 8, 2024
Pork batter quality significantly affects its product. Herein, this study explored the use of Raman spectroscopy combined with deep learning algorithms for rapidly detecting pork batter quality and revealing the mechanisms of quality changes during h...
Deep Learning Algorithms Spectrum Analysis, Raman Animals Quality Control Meat Products Swine Hot Temperature
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Euclidean-Distance-Preserved Feature Reduction for efficient person re-identification.

Neural networks : the official journal of the International Neural Network Society Aug 8, 2024
Person Re-identification (Re-ID) aims to match person images across non-overlapping cameras. The existing approaches formulate this task as fine-grained representation learning with deep neural networks, which involves extracting image features using...
Principal Component Analysis Humans Discriminant Analysis Neural Networks, Computer Algorithms Biometric Identification Deep Learning Image Processing, Computer-Assisted
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DCE-Qnet: deep network quantification of dynamic contrast enhanced (DCE) MRI.

Magma (New York, N.Y.) Aug 8, 2024
INTRODUCTION: Quantification of dynamic contrast-enhanced (DCE)-MRI has the potential to provide valuable clinical information, but robust pharmacokinetic modeling remains a challenge for clinical adoption.
Humans Neural Networks, Computer Contrast Media Magnetic Resonance Imaging Adult Image Enhancement Least-Squares Analysis Algorithms Deep Learning Cervix Uteri Uterine Cervical Neoplasms Phantoms, Imaging Female Healthy Volunteers Image Processing, Computer-Assisted Reproducibility of Results
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Deep learning-based computer-aided detection of ultrasound in breast cancer diagnosis: A systematic review and meta-analysis.

Clinical radiology Aug 8, 2024
PURPOSE: The aim of this meta-analysis was to assess the diagnostic performance of deep learning (DL) and ultrasound in breast cancer diagnosis. Additionally, we categorized the included studies into two subgroups: B-mode ultrasound diagnostic subgro...
Ultrasonography, Mammary Breast Sensitivity and Specificity Breast Neoplasms Diagnosis, Computer-Assisted Deep Learning Humans Female
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Improving ED admissions forecasting by using generative AI: An approach based on DGAN.

Computer methods and programs in biomedicine Aug 8, 2024
BACKGROUND AND OBJECTIVE: Generative Deep Learning has emerged in recent years as a significant player in the Artificial Intelligence field. Synthesizing new data while maintaining the features of reality has revolutionized the field of Deep Learning...
Humans Algorithms Forecasting Neural Networks, Computer Artificial Intelligence Patient Admission Reproducibility of Results Deep Learning Emergency Service, Hospital
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Joint computation offloading and resource allocation for end-edge collaboration in internet of vehicles via multi-agent reinforcement learning.

Neural networks : the official journal of the International Neural Network Society Aug 8, 2024
Vehicular edge computing (VEC), a promising paradigm for the development of emerging intelligent transportation systems, can provide lower service latency for vehicular applications. However, it is still a challenge to fulfill the requirements of suc...
Resource Allocation Neural Networks, Computer Algorithms Computer Simulation Reinforcement, Psychology Transportation Deep Learning Internet
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