Improve Speed Real-Time Rendering in Mixed Reality HOLOLENS during Training

Abstract

Augmented reality (AR), virtual reality (VR), and mixed reality (MR) are advanced applications of computer visualization Which a hybrid structure allows users to explore novel used with other technologies in healthcare among other sectors give a promising future owing to the capabilities that come along with the technology that enables the medical personnel can carry out their surgical operations precisely. HOLOLENS 1, an MR product by Microsoft, is one of the first AR devices that have been widely applied in medicine for the treatment of complex diseases. It is also applied in operations that require a lot of care, for example, surgery of the liver. It is the main objective in the research to use HOLOLENS in performing surgeries while increasing Time Interval and controlling Semantic Segmentation while maintaining the truth of patient liver data during surgery for the segmentation liver 3d model. Next, we describe a new technology that increases the points of light, and the more the 3D intensity, the brighter the images the easier to interact with them. Holographic intensity is also to avoid blurring images to the point where the user sees through transparent HOLOLENS lenses. This improves Time Interval lens sensitivity and user detection in the environment. Finally, we describe a new framework for improving speed realtime render and model segmentation used hybrid Visualization between VR & AR called MR in which we decree render time speed through increase point light throw color calculations and energy function to be fast in sending and receiving data via WIFI unit.

A New Model for Image Segmentation Based on Deep Learning

“…Helps classify and store medical images by "Azure Cosmo DB", using Internet of Things services [16]. HOLOLENS devices can live in the real environment and recover 3D models by improving display speed during training in real-time, by increasing the accuracy of the intensity and degree of illumination while taking into account the degree of illumination distributed in the area to improve the display intensity [17].…”

Using Azure to construct recent architecture for visualize training in real-time

“…In this section, the implementation phase of the program designed in the previous section goes through several stages of design of 3D models using Autodesk Maya program, taking into account that it is of high quality in design and a low poly Figure 8 for ease of upload. Moreover, transfer to the next stage is the use of a simulation program and a unity game engine with [MR TOOLKIT] (29) . Azure Spatial Anchors has been used to design a mixed-reality program using C# and HoloLens emulator to create a list of models ( Figure 9-A).…”