Valter S Felix, Marcelo O Pereira, Renato P Freitas, Paula J M Aranha, Pedro C S Heringer, Marcelino J Anjos, Ricardo T Lopes
Analysis of silver coins from colonial Brazil by hand held XRF and micro-XRF
Applied radiation and isotopes : including data, instrumentation and methods for use in agriculture, industry and medicine
prostate cancer second frequent cancer men worldwide lung cancer diagnosis based identification gleason score evaluates abnormality cells glands analysis different gleason patterns within tissue samples recent advancements computational pathology domain aiming developing algorithms automatically analyze digitized histopathology images lead large variety availability datasets algorithms gleason grading scoring however clear consensus methods best suited problem relation characteristics data labels paper provides systematic comparison nine datasets stateoftheart training approaches deep neural networks including fullysupervised learning weaklysupervised learning semisupervised learning additivemil attentionbased mil dualstream mil transmil clam applied gleason grading scoring tasks nine datasets collected pathology institutes openly accessible repositories results show best methods gleason grading gleason scoring tasks fully supervised learning clam respectively guiding researchers best practice adopt depending task solve labels available