Current advances in neurocritical care.

This review summarizes the current research advances and guideline updates in neurocritical care. For the therapy of ischemic stroke, the extended treatment time window for thrombectomy and the emergence of novel thrombolytic agents and strategies have brought greater hope for patient recovery. Minimally invasive hematoma evacuation and goal-directed bundled management have shown clinical benefits in treating cerebral hemorrhage.

DIAGNOSTIC PERFORMANCE OF CENTRAL NERVOUS SYSTEM INFECTIONS IN PATIENTS WITH NEUROSURGICAL INTENSIVE CARE USING METAGENOMIC NEXT-GENERATION SEQUENCING: A PROSPECTIVE OBSERVATIONAL STUDY.

Background. Identifying the causative pathogens of central nervous system infections (CNSIs) is crucial, but the low detection rate of traditional culture methods in cerebrospinal fluid (CSF) has made the pathogenic diagnosis of CNSIs a longstanding challenge. Patients with CNSIs after neurosurgery often overlap with inflammatory and bleeding.

Reconstructing Floorplans from Point Clouds Using GAN.

This paper proposed a method for reconstructing floorplans from indoor point clouds. Unlike existing corner and line primitive detection algorithms, this method uses a generative adversarial network to learn the complex distribution of indoor layout graphics, and repairs incomplete room masks into more regular segmentation areas. Automatic learning of the structure information of layout graphics can reduce the dependence on geometric priors, and replacing complex optimization algorithms with Deep Neural Networks (DNN) can improve the efficiency of data processing.

Image Restoration Quality Assessment Based on Regional Differential Information Entropy.

With the development of image recovery models, especially those based on adversarial and perceptual losses, the detailed texture portions of images are being recovered more naturally. However, these restored images are similar but not identical in detail texture to their reference images. With traditional image quality assessment methods, results with better subjective perceived quality often score lower in objective scoring.

[Design of ENT endoscopic HD video image system].

Endoscopes have been widely used in ENT (Ear-Nose-Throat) disease diagnosis. This paper mainly designs a high-definition (HD) endoscopic video image system, as a subsystem of digital HD ENT head and neck surgery comprehensive diagnostic workstation, permit to display, record, store and transport of HD video or image, which are needed in clinical examination, diagnosis, treatment and teaching. The system is mainly composed of camera control module, video processing module, video display and storage module, human interactive module and picture & text workstation interactive interface module, etc.