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 Brain / Memory Support were a generative diffusion AI model and a U-Net-like segmentation model.The technology was studied

A complex picture fuzzy set (Com-PFS) is a motivating tool for more precisely interpreting fuzzy notions.Recently, all extensions of complex fuzzy graphs (Com-FGs) have become a growing research topic as they handle ambiguous situations more explicitly than complex intuitionistic fuzzy graphs (Comp-IFG) and picture fuzzy graphs (PFG).The primary go

We analyzed the introduction sections of a hundred and eighty doctoral dissertations of L1 culture over the last fifty Cameras years to discover the change concerning the utilization of interactive markers.Interactive markers are employed by writers to guide the audience throughout the piece.More application of such markers makes the text reader fr

The target of rapamycin (TOR) is a central hub kinase that promotes growth and development in all eukaryote cells.TOR induces protein synthesis through the phosphorylation of the S6 kinase (S6K), which, in turn, phosphorylates ribosomal S6 protein (RPS6) increasing this anabolic process.Therefore, S6K and RPS6 phosphorylation are generally used as

A method that allows calculating the primary energy savings of RANGEMASTER fuel cogeneration of electricity and heat as compared to separate methods produce the same amount of these types of energy.An analytic expression relating the energy consumption of fuel for production of electricity and heat, taking into account the efficiency with the techn