• Home
  • Search
  • Detection of Intracranial Hypertension using Deep Learning.
  • Open Access IconOpen Access
  • Cite Icon33
  • https://doi.org/10.1109/icpr.2016.7900010Copy DOI Icon

Detection of Intracranial Hypertension using Deep Learning.

  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Intracranial Hypertension, a disorder characterized by elevated pressure in the brain, is typically monitored in neurointensive care and diagnosed only after elevation has occurred. This reaction-based method of treatment leaves patients at higher risk of additional complications in case of misdetection. The detection of intracranial hypertension has been the subject of many recent studies in an attempt to accurately characterize the causes of hypertension, specifically examining waveform morphology. We investigate the use of Deep Learning, a hierarchical form of machine learning, to model the relationship between hypertension and waveform morphology, giving us the ability to accurately detect presence hypertension. Data from 60 patients, showing intracranial pressure levels over a half hour time span, was used to evaluate the model. We divided each patient's recording into average normalized beats over 30 sec segments, assigning each beat a label of high (i.e. greater than 15 mmHg) or low intracranial pressure. The model was tested to predict the presence of elevated intracranial pressure. The algorithm was found to be 92.05± 2.25% accurate in detecting intracranial hypertension on our dataset.

Similar Papers
  • Research Article
  • Citations95

Lower body negative pressure to safely reduce intracranial pressure.

  • Nov 20, 2018
  • The Journal of Physiology
  • Lonnie G Petersen +11
  • Research Article
  • Citations3

Intracranial pressure monitoring in patients with spontaneous onset of orthostatic headache.

  • Feb 04, 2025
  • The journal of headache and pain
  • Linda D’Antona +6
  • Research Article
  • Citations28

High Intracranial Pressure, Brain Herniation and Death in Cerebral Venous Thrombosis

  • Jan 05, 2006
  • Stroke
  • Axel Petzold +1
  • PDF
  • Dissertation

Analyse der intrakraniellen Druckmessung mittels implantierbarer Telemetrie-Sonden bei Patienten mit Hydrozephalus oder idiopathischer intrakranieller Hypertension

  • Jan 01, 2022
  • Sebastian Johannes Müller
  • Book Chapter
  • Citations3

The Importance of Preventing Increased Intracranial Pressure in Patients with Cerebral Edema not Related to Trauma

  • Jan 01, 1976
  • G. W. Kindt +2
  • Research Article
  • Citations31

Impact of high intracranial pressure on neurophysiological recovery and behavior in a chronic porcine model of hypothermic circulatory arrest.

  • Oct 01, 2002
  • European journal of cardio-thoracic surgery : official journal of the European Association for Cardio-thoracic Surgery
  • Christian Hagl +7
  • Research Article
  • Citations37

Blood Pressure Variability and Optimal Cerebral Perfusion Pressure-New Therapeutic Targets in Traumatic Brain Injury.

  • Mar 01, 2020
  • Neurosurgery
  • Teodor Svedung Wettervik +3
  • Research Article
  • Citations36

Analysis of Normal High-Frequency Intracranial Pressure Values and Treatment Threshold in Neurocritical Care Patients

  • Jun 15, 2020
  • JAMA Neurology
  • Gregory W J Hawryluk +9
  • Research Article
  • Citations16

Acetazolamide and topiramate lower intracranial pressure through differential mechanisms: The effect of acute and chronic administration.

  • Sep 07, 2023
  • British Journal of Pharmacology
  • Connar Stanley James Westgate +9
  • PDF
  • Research Article
  • Citations52

The effect of intraocular and intracranial pressure on retinal structure and function in rats

  • Aug 01, 2015
  • Physiological Reports
  • Da Zhao +4
  • Research Article
  • Citations1

Hyperosmolar Therapy in the Management of Intracranial Hypertension.

  • Mar 15, 2022
  • AACN Advanced Critical Care
  • Song Oh +1
  • Research Article
  • Citations38

Intracranial Pressure Increases During Rewarming Period After Mild Therapeutic Hypothermia in Postcardiac Arrest Patients.

  • May 23, 2016
  • Therapeutic Hypothermia and Temperature Management
  • Hiromichi Naito +4
  • PDF
  • Research Article
  • Citations22

A Comprehensive Perspective on Intracranial Pressure Monitoring and Individualized Management in Neurocritical Care: Results of a Survey with Global Experts.

  • May 29, 2024
  • Neurocritical care
  • Sérgio Brasil +29
  • Research Article
  • Citations16

Barbiturate-induced coma to protect against cerebral ischemia and increased intracranial pressure

  • Apr 01, 1981
  • American Journal of Health-System Pharmacy
  • Theodore N Pappas +1
  • Research Article
  • Citations1

Modeling the Morphology of the Intracranial Pressure Waveform

  • Jan 01, 2013
  • Transactions of Japanese Society for Medical and Biological Engineering
  • Thomas Heldt +1
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.