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

Case study research facilitates the in-depth, real-life exploration of complex phenomena from multiple perspectives.It is a well-established approach to deal with the complexities involved in palliative care research.Case studies are not aligned to a single epistemological paradigm but are defined by the identification of the case to be studied.Thi

Video watermarking is a technique used to embed a visible or invisible mark onto a video file in order to claim ownership, protect intellectual property rights, and detect unauthorized users.The issue of video piracy arises due to the advancement of Internet services and the utilization of various storage technologies.This problem becomes particula

INTRODUCTION: medical male circumcision is currently recognized as an additional important HIV preventive intervention to reduce the risk of heterosexually acquired HIV infection in men.However, sexual behaviours after medical circumcision can potentially reduce the expected benefits of the practice.This study explored the perceptions about medical