Computational methods and biomarker discovery strategies for spatial proteomics: a review in immuno-oncologyReview Published on 2024-09-232024-09-05 Journal: Briefings in Bioinformatics [Category] update2024, [키워드] Biomarker discovery computational pathology Immuno-oncology Medical image analysis Single Cell Spatial proteomics [DOI] 10.1093/bib/bbae421 PMC 바로가기 [Article Type] Review
Deep learning ensemble approach with explainable AI for lung and colon cancer classification using advanced hyperparameter tuningResearch Published on 2024-08-072024-09-05 Journal: BMC Medical Informatics and Decision Making [Category] update2024, [키워드] Automated cancer classification Clinical AI applications Colon cancer detection Enhanced deep learning Ensemble learning models Gradient-weighted Class Activation Mapping (Grad-CAM) Histopathology lung cancer diagnosis Medical image analysis Xception and MobileNet integration [DOI] 10.1186/s12911-024-02628-7 PMC 바로가기 [Article Type] Research
Three-Stage Framework for Accurate Pediatric Chest X-ray Diagnosis Using Self-Supervision and Transfer Learning on Small DatasetsArticle Published on 2024-07-292024-09-05 Journal: Diagnostics [Category] update2024, [키워드] chest X-ray Medical image analysis Model interpretability Self-supervised learning transfer learning [DOI] 10.3390/diagnostics14151634 PMC 바로가기 [Article Type] Article
Automated Ischemic Stroke Classification from MRI Scans: Using a Vision Transformer ApproachArticle Published on 2024-04-172024-09-05 Journal: Journal of Clinical Medicine [Category] update2024, [키워드] deep learning Ischemic Stroke Medical image analysis MRI scans vision transformer [DOI] 10.3390/jcm13082323 PMC 바로가기 [Article Type] Article
Adaptive Feature Medical Segmentation Network: an adaptable deep learning paradigm for high-performance 3D brain lesion segmentation in medical imagingNeuroscience Original Research Published on 2024-04-122024-09-05 Journal: Frontiers in Neuroscience [Category] update2024, [키워드] adaptive feature extraction attention mechanism brain lesion segmentation computer-aided diagnosis deep learning encoder-decoder architecture Medical image analysis neurological diagnostics [DOI] 10.3389/fnins.2024.1363930 PMC 바로가기 [Article Type] Neuroscience Original Research
Real time anatomical landmarks and abnormalities detection in gastrointestinal tractComputer Vision Published on 2023-12-192024-09-05 Journal: PeerJ Computer Science [Category] update2024, [키워드] computer vision Endoscopic disease detection Genetic algorithm GI tract diagnostics Medical image analysis Threshold selection [DOI] 10.7717/peerj-cs.1685 PMC 바로가기 [Article Type] Computer Vision
Deep Learning and Medical Image Analysis for COVID-19 Diagnosis and PredictionReview Published on 2022-06-062023-07-08 Journal: Annual review of biomedical engineering [Category] COVID19(2023년), [키워드] COVID-19 deep learning Medical image analysis Medical imaging radiology [DOI] 10.1146/annurev-bioeng-110220-012203 [Article Type] Review
AutoCovNet: Unsupervised feature learning using autoencoder and feature merging for detection of COVID-19 from chest X-ray imagesResearch article Published on 2021-10-012022-10-05 Journal: Biocybernetics and Biomedical Engineering [Category] 치료기술, [키워드] Accuracy approach autoencoder automated bacterial pneumonia Chest X-ray image CNN COVID-19 COVID-19 diagnosis COVID-19 pandemic dataset deep deep learning methods detect Diagnosis faster feature Final first stage introduced Medical image analysis Neural network normal offer performed Research resulting stages X-ray [DOI] 10.1016/j.bbe.2021.09.004 [Article Type] Research article
Generative Adversarial Network Based Automatic Segmentation of Corneal Subbasal Nerves on In Vivo Confocal Microscopy ImagesArticle Published on 2021-05-262024-09-04 Journal: Translational vision science & technology [Category] 대상포진, [키워드] Convolutional neural networks Cornea generative adversarial networks (GAN) Image segmentation In vivo confocal microscopy (IVCM) Medical image analysis [DOI] 10.1167/tvst.10.6.33 PMC 바로가기 [Article Type] Article
Convolutional neural networks for the diagnosis and prognosis of the coronavirus disease pandemicReview Published on 2021-05-052022-10-28 Journal: Visual Computing for Industry, Biomedicine, and Art [Category] COVID-19, [키워드] Accuracy applied approach binary classification caused CNN Computed tomography conducted Convolutional neural network coronavirus disease COVID-19 COVID-19 pandemic COVID-19 patients datasets deep learning Diagnosis extreme group inception increasingly Medical image analysis network Neural network occurrence of COVID-19 pandemic Prognosis Visual were used X-ray [DOI] 10.1186/s42492-021-00078-w PMC 바로가기 [Article Type] Review