Evaluation of stroke sequelae and rehabilitation effect on brain tumor by neuroimaging technique: A comparative study

• Published in: PloS one Vol. 20; no. 2; p. e0317193
• Main Authors: Guo, Xueliang, Sun, Lin
• Format: Journal Article
• Language: English
• Published: United States Public Library of Science 24.02.2025; Public Library of Science (PLoS)
• Subjects: Accuracy; Algorithms; Annotations; Artificial neural networks; Biology and Life Sciences; Brain; Brain - diagnostic imaging; Brain cancer; Brain damage; Brain injury; Brain mapping; Brain Neoplasms - diagnostic imaging; Brain Neoplasms - rehabilitation; Brain tumors; Care and treatment; Cognitive ability; Comparative studies; Complications; Computer and Information Sciences; Datasets; Deep Learning; Design; Development and progression; Diagnosis; Diagnostic imaging; Effectiveness; Efficiency; Emotional disorders; Encoders-Decoders; Head injuries; Health aspects; Humans; Image processing; Image segmentation; Injuries; Innovations; Learning algorithms; Machine Learning; Magnetic resonance imaging; Magnetic Resonance Imaging - methods; Marking and tracking techniques; Mathematical optimization; Medical imaging; Medical imaging equipment; Medicine and Health Sciences; Methods; Metric space; Neural networks; Neural Networks, Computer; Neuroimaging; Neuroimaging - methods; Patient outcomes; Patients; People and Places; Quality of life; Receptive field; Rehabilitation; Research and Analysis Methods; Segmentation; Social Sciences; Stroke; Stroke (Disease); Stroke - complications; Stroke - diagnostic imaging; Stroke Rehabilitation; Support vector machines; Tissues; Traumatic brain injury; Tumors; Taiwan; China

This study aims at the limitations of traditional methods in the evaluation of stroke sequelae and rehabilitation effect monitoring, especially for the accurate identification and tracking of brain injury areas. To overcome these challenges, we introduce an advanced neuroimaging technology based on...