An image feature approach for computer-aided detection of ischemic stroke.

Comput Biol Med

The Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hung Hum, Kowloon, Hong Kong.

Published: July 2011

We present a computer-aided detection (CAD) scheme for early detection of ischemic stroke with small lesions using image feature characteristics. A novel Circular Adaptive Region of Interest (CAROI) method is proposed to analyze the Computed Tomography (CT) images of the brain. Our result indicates that for the emergency physicians and radiology residents, there is a significant improvement in sensitivity and specificity when using CAD (P < 0.005). A mathematical model is established incorporating the weighting of the feature changes. Our CAD scheme is promising for early detection of ischemic stroke and helps improve the efficiency and accuracy of clinical practice.

Download full-text PDF

Source
http://dx.doi.org/10.1016/j.compbiomed.2011.05.001DOI Listing

Publication Analysis

Top Keywords

detection ischemic
12
ischemic stroke
12
image feature
8
computer-aided detection
8
cad scheme
8
early detection
8
feature approach
4
approach computer-aided
4
detection
4
stroke computer-aided
4

Similar Publications

Predictive Value of Inflammatory Scores for Left Atrium Thrombosis in Ischemic Stroke Without Atrial Fibrillation.

Medicina (Kaunas)

December 2024

Machine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University, 737 N. Michigan Avenue Suite 1600, Chicago, IL 60611, USA.

: Studies have shown that inflammation markers can be used as prognostic tools in predicting acute ischemic stroke. In this study, we conducted a comparison of several inflammation scores in predicting left atrial thrombosis (LAT) in patients with ischemic stroke without AF. : In this single-center, retrospective study, we included 303 consecutive patients with ischemic stroke.

View Article and Find Full Text PDF

Identifying Risk Factors for Lower Extremity Artery Disease (LEAD) in Cardiology Patients: The Role of Ankle-Brachial Index Measurement.

J Clin Med

December 2024

Department of Cardiology and Internal Medicine with Cardiac Intensive Care Unit, Medical University of Białystok, ul. M. Skłodowskiej-Curie 24A, 15-276 Białystok, Poland.

Lower Extremity Artery Disease (LEAD) is a predictor of atherosclerotic plaques in other locations and significantly increases the risk of death from cardiovascular events. This study aimed to identify cardiology patient subpopulations that should undergo Ankle-Brachial Index (ABI) measurement. A total of 800 patients hospitalized in the Department of Cardiology were included.

View Article and Find Full Text PDF

The clinical course of patients with aneurysmal SAH (aSAH) is often dynamic and highly unpredictable. Since its management varies between hospitals despite guidelines, this survey aimed to assess the current state of intensive care treatment for aSAH in the German-speaking region and provide insights that could aid standardization of care for aSAH patients in the intensive care setting. From February 2023 to April 2023, medical professionals of the German Interdisciplinary Association for Intensive Care and Emergency Medicine (DIVI), the Initiative of German Neuro-Intensive Trial Engagement (IGNITE) network and manually recorded clinics with intensive care units were invited to participate in a standardized anonymous online questionnaire including 44 questions.

View Article and Find Full Text PDF

Although COVID-19 is primarily known as a respiratory disease, there is growing evidence of neurological complications, such as ischemic stroke, in infected individuals. This study aims to evaluate the impact of COVID-19 on acute ischemic stroke (AIS) using radiomic features extracted from brain MR images and machine learning methods. This retrospective study included MRI data from 57 patients diagnosed with AIS who presented to the Department of Radiology at Hacettepe University Hospital between March 2020 and September 2021.

View Article and Find Full Text PDF

Background: Concentric vessel-wall contrast enhancement (VW-CE) of the terminal carotid artery and its proximal branches may be linked to ischemic strokes, disease activity and progression in Moyamoya disease (MMD). The objective of this retrospective cohort study is to analyze the association between VW-CE and perioperative acute ischemic stroke (PAIS) occurring within 24 h after revascularization.

Methods: All previously untreated MMD patients who required revascularization and who had undergone preoperative MRI with VW-CE-sequences were included.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!