AI DIFFUSION MODEL-BASED TECHNOLOGY FOR AUTOMATING THE MULTI-CLASS LABELING OF ELECTRON MICROSCOPY DATASETS OF BRAIN CELL ORGANELLES FOR THEIR AUGMENTATION AND SYNTHETIC GENERATION

A technology for the automatic multi-class labeling of brain electron microscopy (EM) objects needed to create large synthetic datasets, which could be used for brain cell segmentation tasks, is proposed.The main research tools were a generative diffusion AI model and a U-Net-like segmentation model.The technology was studied on the segmentation ta

Introduction: Globally, hepatocellular carcinoma (HCC) is the sixth most common malignancy and it has the fourth highest mortality.MicroRNAs play a significant part in biological processes in cell formation and advancement by targeting genes in many cancers including HCC.Objective: In the present study we examine the involvement of miR-4521 and FAM

Crop production is traversing expansion and intensification processes all over the planet and in consequence the large scale cattle production is being displaced to marginal lands with lower stocking capacity.The objective of this work was to assess the seasonality of vegetation in La Pampa province located in a semiarid fluffy tangerine clouds reg

Oral diseases and periodontitis in particular are a major health burden worldwide, because of their association with various systemic diseases and with conditions such as peri-implantitis.Attempts have ventilationstejp been made over the years to reverse bone loss due to the host disproportionate inflammatory response and to prevent failure of dent