AIMC Topic: Neural Networks, Computer

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Deeply self-supervised contour embedded neural network applied to liver segmentation.

Computer methods and programs in biomedicine Mar 15, 2020
OBJECTIVE: Herein, a neural network-based liver segmentation algorithm is proposed, and its performance was evaluated using abdominal computed tomography (CT) images.
Neural Networks, Computer Humans Algorithms Image Processing, Computer-Assisted Liver Supervised Machine Learning
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Performance Evaluation of Convolutional Neural Network for Hand Gesture Recognition Using EMG.

Sensors (Basel, Switzerland) Mar 15, 2020
Electromyography (EMG) is a measure of electrical activity generated by the contraction of muscles. Non-invasive surface EMG (sEMG)-based pattern recognition methods have shown the potential for upper limb prosthesis control. However, it is still ins...
Adult Artificial Limbs Male Neural Networks, Computer Humans Signal Processing, Computer-Assisted Gestures Hand Algorithms Electromyography Young Adult
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Novel deep neural network based pattern field classification architectures.

Neural networks : the official journal of the International Neural Network Society Mar 14, 2020
Field classification is a new extension of traditional classification frameworks that attempts to utilize consistent information from a group of samples (termed fields). By forgoing the independent identically distributed (i.i.d.) assumption, field c...
Bayes Theorem Pattern Recognition, Automated Biometric Identification Machine Learning Humans Handwriting Algorithms Neural Networks, Computer Deep Learning
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SDARE: A stacked denoising autoencoder method for game dynamics network structure reconstruction.

Neural networks : the official journal of the International Neural Network Society Mar 14, 2020
Complex network is a general model to represent the interactions within technological, social, information, and biological interaction. Often, the direct detection of the interaction relationship is costly. Thus, network structure reconstruction, the...
Deep Learning Humans Game Theory Neural Networks, Computer Algorithms
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Detection of rice plant diseases based on deep transfer learning.

Journal of the science of food and agriculture Mar 14, 2020
BACKGROUND: As the primary food for nearly half of the world's population, rice is cultivated almost all over the world, especially in Asian countries. However, the farmers and planting experts have been facing many persistent agricultural challenges...
Neural Networks, Computer Plant Diseases Deep Learning Image Processing, Computer-Assisted Oryza
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High-throughput quantitative histology in systemic sclerosis skin disease using computer vision.

Arthritis research & therapy Mar 14, 2020
BACKGROUND: Skin fibrosis is the clinical hallmark of systemic sclerosis (SSc), where collagen deposition and remodeling of the dermis occur over time. The most widely used outcome measure in SSc clinical trials is the modified Rodnan skin score (mRS...
Scleroderma, Localized Scleroderma, Systemic Eosine Yellowish-(YS) Methyl Green Biopsy Skin Azo Compounds Male Middle Aged Severity of Illness Index Deep Learning Cohort Studies Principal Component Analysis Algorithms Humans Female Neural Networks, Computer Adult
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Deep convolutional neural network-based detection of meniscus tears: comparison with radiologists and surgery as standard of reference.

Skeletal radiology Mar 13, 2020
OBJECTIVE: To clinically validate a fully automated deep convolutional neural network (DCNN) for detection of surgically proven meniscus tears.
Retrospective Studies Female Aged Humans Neural Networks, Computer Middle Aged Clinical Competence Adolescent Adult Sensitivity and Specificity Male Reference Standards Tibial Meniscus Injuries Magnetic Resonance Imaging Radiologists Arthroscopy
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Non-Standardized Patch-Based ECG Lead Together With Deep Learning Based Algorithm for Automatic Screening of Atrial Fibrillation.

IEEE journal of biomedical and health informatics Mar 13, 2020
This study was to assess the feasibility of using non-standardized single-lead electrocardiogram (ECG) monitoring to automatically detect atrial fibrillation (AF) with special emphasis on the combination of deep learning based algorithm and modified ...
Middle Aged Diagnosis, Computer-Assisted Deep Learning Humans Aged, 80 and over Electrocardiography Neural Networks, Computer Atrial Fibrillation Adult Equipment Design Algorithms Male Signal Processing, Computer-Assisted Female Aged
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Simulating Small Neural Circuits with a Discrete Computational Model.

Biological cybernetics Mar 13, 2020
Simulations of neural activity are commonly based on differential equations. We address the question what can be achieved with a simplified discrete model. The proposed model resembles artificial neural networks enriched with additional biologically ...
Membrane Potentials Neural Networks, Computer Animals Models, Neurological Neurons Nerve Net
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HNet-DNN: Inferring New Drug-Disease Associations with Deep Neural Network Based on Heterogeneous Network Features.

Journal of chemical information and modeling Mar 13, 2020
Drug research and development is a time-consuming and high-cost task, pressing an urgent demand to identify novel indications of approved drugs, referred to as drug repositioning, which provides an economical and efficient way for drug discovery. Wit...
Computational Biology Drug Repositioning Pharmaceutical Preparations Neural Networks, Computer Drug Discovery
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