Four Transformer-Based Deep Learning Classifiers Embedded with an Attention U-Net-Based Lung Segmenter and Layer-Wise Relevance Propagation-Based Heatmaps for COVID-19 X-ray ScansArticle Published on 2024-07-162024-09-05 Journal: Diagnostics [Category] update2024, [키워드] Attention mechanisms chest X-ray Convolutional neural networks Layer-wise relevance propagation Segmentation vision transformers [DOI] 10.3390/diagnostics14141534 PMC 바로가기 [Article Type] Article
Prototype Learning for Medical Time Series Classification via Human–Machine CollaborationArticle Published on 2024-04-222024-09-05 Journal: Sensors (Basel, Switzerland) [Category] update2024, [키워드] Attention mechanisms ECG human–machine collaboration prototype learning Time series classification [DOI] 10.3390/s24082655 PMC 바로가기 [Article Type] Article
A semi-supervised learning approach for COVID-19 detection from chest CT scansResearch article Published on 2022-09-012022-10-05 Journal: Neurocomputing [Category] 진단, 치료기술, [키워드] Accuracy Algorithm approach Attention mechanisms AUC characteristic Chest Chest CT chest CT scan chest scan combating Computed tomography country COVID-19 COVID-19 outbreak CT scans dataset deep learning diagnose Diagnosis early stage ENhance evaluated feature help independent infected patient mechanism modify positive Precision reduce regions risk semi-supervised learning sensitivity specificity Spread while [DOI] 10.1016/j.neucom.2022.06.076 [Article Type] Research article