Samina Rahman, Victoria M Kordovski, Savanna M Tierney, Steven Paul Woods
Internet navigation skills for financial management: Associations with age, neurocognitive performance, and functional capacity
Neuropsychology
recent years growth spurt medical imaging data led development various machine learning algorithms various healthcare applications medmnistv2 dataset comprehensive benchmark 2d biomedical image classification encompasses diverse medical imaging modalities fundus camera breast ultrasound colon pathology blood cell microscope etc highly accurate classifications performed datasets crucial identification various diseases determining course treatment research paper presents comprehensive analysis four subsets within medmnistv2 dataset bloodmnist breastmnist pathmnist retinamnist selected datasets diverse data modalities comes various sample sizes selected analyze efficiency model diverse data modalities study explores idea assessing vision transformer models ability capture intricate patterns features crucial medical image classification thereby transcend benchmark metrics substantially methodology includes preprocessing input images followed training vitbasepatch16224 model mentioned datasets performance model assessed using key metrices comparing classification accuracies achieved benchmark accuracies assistance vit new benchmarks achieved bloodmnist breastmnist pathmnist retinamnist 9790 9038 9462 57 respectively study highlights promise vision transformer models medical image analysis preparing way adoption exploration healthcare applications aiming enhance diagnostic accuracy assist medical professionals clinical decisionmaking