A Survey Study of the 3D Facial Landmark Detection Techniques Used as a Screening Tool for Diagnosis of the Obstructive Sleep Apnea SyndromeReview Published on 2024-08-142024-09-05 Journal: Advances in respiratory medicine [Category] update2024, [키워드] 3D anatomical landmark detection data augmentation deep learning hybrid template and knowledge-based landmark detection obstructive sleep apnea transfer learning [DOI] 10.3390/arm92040030 PMC 바로가기 [Article Type] Review
Cross-site validation of lung cancer diagnosis by electronic nose with deep learning: a multicenter prospective studyResearch Published on 2024-05-102024-09-05 Journal: Respiratory Research [Category] update2024, [키워드] Breathprint Cross-site validation data augmentation deep learning Electronic nose lung cancer [DOI] 10.1186/s12931-024-02840-z PMC 바로가기 [Article Type] Research
Estimating transmission dynamics of SARS-CoV-2 at different intraspatial levels in an institutional outbreakRandomized Controlled Trial Published on 2022-09-012023-07-10 Journal: Epidemics [Category] COVID19(2023년), [키워드] data augmentation migrant workers outbreak modelling SARS-CoV-2 Transmission dynamics [DOI] 10.1016/j.epidem.2022.100617 PMC 바로가기 [Article Type] Randomized Controlled Trial
Learning-to-augment incorporated noise-robust deep CNN for detection of COVID-19 in noisy X-ray imagesResearch article Published on 2022-09-012022-10-05 Journal: Journal of Computational Science [Category] 진단, 치료기술, [키워드] Accuracy adaptive Adaptive convolution Adaptive resize approach Chest X-ray image CNN CNNs collected Convolution COVID-19 COVID-19 classification data augmentation dataset deep healthy IMPROVE include Noise Pneumonia reduced validation X-ray [DOI] 10.1016/j.jocs.2022.101763 [Article Type] Research article
An Efficient and Effective Deep Learning-Based Model for Real-Time Face Mask Detection실시간 얼굴 마스크 감지를 위한 효율적이고 효과적인 딥 러닝 기반 모델Article Published on 2022-03-292022-09-11 Journal: Sensors (Basel, Switzerland) [Category] SARS, 치료기술, [키워드] Abstract autoencoder caused classification Convolution convolution neural network COVID-19 COVID-19 pandemic COVID-19 transmission COVID-19 virus data augmentation dataset deep deep learning detection effective efficient evaluated experiments face Face mask Face masks feature Health Organization highest machine learning Mask Mobilenet Model mouth nose number of sample occur Prevent reduce shear skew spread of COVID-19 Transmission wear face mask WHO World Health Organization [DOI] 10.3390/s22072602 PMC 바로가기 [Article Type] Article
Augmentation of Transcriptomic Data for Improved Classification of Patients with Respiratory Diseases of Viral Origin바이러스성 호흡기 질환 환자 분류 개선을 위한 전사 데이터의 증대Article Published on 2022-02-242022-09-10 Journal: International Journal of Molecular Sciences [Category] COVID19(2023년), MERS, SARS, 유전자 메커니즘, 진단, [키워드] Accuracy another respiratory virus approach augmentation Bacterial classification contribute criteria data augmentation dataset deep learning Diagnosis disease DNA microarray early diagnosis example Final gene-expression generative adversarial networks high-dimensional data IMPROVE Improved infected individual infected individuals machine machine-learning molecular molecular basis origin overfitting overlap Patient Predictor variables Prevent respiratory Respiratory disease respiratory diseases respiratory infectious disease respiratory virus reveal RNA-Seq RNA-seq data SARS-CoV-2 selected shown transcriptomic transcriptomic data transcriptomics variable Viral viral acute respiratory illness [DOI] 10.3390/ijms23052481 PMC 바로가기 [Article Type] Article
A novel data augmentation based on Gabor filter and convolutional deep learning for improving the classification of COVID-19 chest X-Ray imagesResearch article Published on 2022-02-012022-10-05 Journal: Biomedical Signal Processing and Control [Category] 치료기술, [키워드] Accuracy applied approach Bacterial Chest China classification COVID-19 COVID-19 patient CXR data augmentation dataset deep learning defined Diseases evaluation criteria feature fungal Gabor generative adversarial network growth highest Infectious disease Non-COVID-19 pandemic Patient resolved transfer widespread [DOI] 10.1016/j.bspc.2021.103326 [Article Type] Research article
Data augmentation using Generative Adversarial Networks (GANs) for GAN-based detection of Pneumonia and COVID-19 in chest X-ray imagesResearch article Published on 2021-11-222022-10-05 Journal: Informatics in Medicine Unlocked [Category] 치료기술, [키워드] Accuracy Anomaly augmentation can be used chest X-ray Chest X-ray image CNNs COVID-19 data augmentation dataset datasets deep disease disease detection GAN Generalizability generate generative adversarial networks IMPROVE Medical imaging network Pneumonia semi-supervised learning Standard training data X-ray [DOI] 10.1016/j.imu.2021.100779 [Article Type] Research article
PSCNN: PatchShuffle Convolutional Neural Network for COVID-19 Explainable DiagnosisPublic Health Published on 2021-10-292022-10-31 Journal: Frontiers in Public Health [Category] COVID-19, MERS, SARS, [키워드] Accuracy backbone caused Convolutional neural network coronavirus COVID-19 COVID-19 diagnosis data augmentation deep learning develop Effectiveness grad-CAM Infectious disease introduced lung lesions MCC measure network Neural new strain overfitting PatchShuffle Precision sensitivity Seven specificity stochastic pooling Variation [DOI] 10.3389/fpubh.2021.768278 PMC 바로가기 [Article Type] Public Health
Learning-to-augment strategy using noisy and denoised data: Improving generalizability of deep CNN for the detection of COVID-19 in X-ray images노이즈 및 노이즈 제거 데이터를 사용한 학습-증강 전략: X선 이미지에서 COVID-19 감지를 위한 심층 CNN의 일반화 개선Article Published on 2021-09-012022-09-11 Journal: Computers in biology and medicine [Category] SARS, 변종, 치료기술, [키워드] approach Bayesian chest X-ray Chest X-ray images classification CNN COVID-19 data augmentation database deep deep learning develop distance fine-tune Generalizability generalization generate healthy IMPROVE Improving Learning-to-augment Noise parameters pneumonia cases positive robustness sensitivity source code specificity variant X-ray X-ray images. [DOI] 10.1016/j.compbiomed.2021.104704 PMC 바로가기 [Article Type] Article