A methodical exploration of imaging modalities from dataset to detection through machine learning paradigms in prominent lung disease diagnosis: a reviewResearch Published on 2024-02-012024-09-05 Journal: BMC Medical Imaging [Category] update2024, [키워드] CNN CT scan deep learning Ensemble learning transfer learning X-ray [DOI] 10.1186/s12880-024-01192-w PMC 바로가기 [Article Type] Research
Combining State-of-the-Art Pre-Trained Deep Learning Models: A Noble Approach for Skin Cancer Detection Using Max Voting EnsembleArticle Published on 2023-12-302024-09-05 Journal: Diagnostics [Category] update2024, [키워드] classification deep learning max voting Medical imaging skin cancer transfer learning [DOI] 10.3390/diagnostics14010089 PMC 바로가기 [Article Type] Article
Survey of Transfer Learning Approaches in the Machine Learning of Digital Health Sensing DataReview Published on 2023-12-122024-09-05 Journal: Journal of Personalized Medicine [Category] update2024, [키워드] Digital health domain adaptation Feature extraction federated learning fine-tune inductive transfer learning portable devices transductive transfer learning transfer learning wearable devices [DOI] 10.3390/jpm13121703 PMC 바로가기 [Article Type] Review
Discovery Viewer (DV): Web-Based Medical AI Model Development Platform and Deployment HubCommunication Published on 2023-12-062024-09-05 Journal: Bioengineering [Category] update2024, [키워드] AI Digital twin federated learning imaging medical viewers Medicine transfer learning web app [DOI] 10.3390/bioengineering10121396 PMC 바로가기 [Article Type] Communication
Reducing Ophthalmic Health Disparities Through Transfer Learning: A Novel Application to Overcome Data InequalityGlaucoma Published on 2023-12-012024-09-05 Journal: Translational vision science & technology [Category] update2024, [키워드] disease progression prediction electronic medical record data healthcare disparities transfer learning [DOI] 10.1167/tvst.12.12.2 PMC 바로가기 [Article Type] Glaucoma
Classification of breast lesions in ultrasound images using deep convolutional neural networks: transfer learning versus automatic architecture designOriginal Article Published on 2023-09-222024-09-05 Journal: Medical & biological engineering & computing [Category] update2024, [키워드] Automatic architecture design Bayesian optimization Breast cancer Cancer recognition Deep convolutional neural network transfer learning Ultrasonography [DOI] 10.1007/s11517-023-02922-y PMC 바로가기 [Article Type] Original Article
DISCERN: deep single-cell expression reconstruction for improved cell clustering and cell subtype and state detectionarticle Published on 2023-09-202024-09-05 Journal: Genome Biology [Category] update2024, [키워드] Auto encoder Batch effect correction Cell clustering cell type identification COVID-19 deep learning Expression reconstruction imputation machine learning probabilistic modeling Reference atlas mapping RNA sequencing single-cell RNA-seq T helper cell Transcription factor analysis transfer learning [DOI] 10.1186/s13059-023-03049-x PMC 바로가기 [Article Type] article
HDSNE a new unsupervised multiple image database fusion learning algorithm with flexible and crispy production of one database: a proof case study of lung infection diagnose In chest X-ray imagesarticle Published on 2023-09-182024-09-05 Journal: BMC Medical Imaging [Category] update2024, [키워드] coronavirus COVID-19 data aggregation Inception V3 MD5 Model production T-SNE transfer learning X-ray [DOI] 10.1186/s12880-023-01078-3 PMC 바로가기 [Article Type] article
A robust deep learning workflow to predict CD8 + T-cell epitopesarticle Published on 2023-09-132024-09-05 Journal: Genome Medicine [Category] update2024, [키워드] CD8 + T-cell epitopes computational immunology deep learning Epitope prediction immunogenicity MHC binding Neoepitope identification Self-antigen tolerance Thymic selection transfer learning vaccine candidates [DOI] 10.1186/s13073-023-01225-z PMC 바로가기 [Article Type] article
Deep learning-enhanced diabetic retinopathy image classificationOriginal Research Published on 2023-08-132024-09-05 Journal: Digital Health [Category] update2024, [키워드] APTOS augmentation DDR deep learning Densenet-121 Diabetic retinopathy enhanced images transfer learning Vision loss [DOI] 10.1177/20552076231194942 PMC 바로가기 [Article Type] Original Research