ISSN 2394-5125
 

Research Article 


COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni1, Camillo Porcaro,Laura Burattini.

Abstract
The brain is the main controller of the vital processes and functional studies. The Functional Magnetic Resonance Imaging (fMRI) can provide useful indications to explain the functional activities of brain. Especially with utilizing the three image views of X_axis (Sagittal Plane) split the brain into left and right segment, Y_axis (Coronal plane) split the brain into back and front segment and Z_axis (Axial plane) split the brain into top and down segment. In this study, we proposevarious deep learning models namely the X_axis Classification Model (XCM), Y_axis Classification Model (YCM) and Z_axis Classification Model (ZCM) for classify three tasks of vision, movement and pre-frontal brain activities.In addition of presenting comparisonsbetween different network modelsforall of the three views. After extensive experiments and comparisons even with state-of-the-art studies, promising accuracies of 91.67%, 89.88% and 91.67% have successfully been obtained for the XCM, YCM and ZCM, respectively.

Key words: Brain Activities, Classification, Deep Learning and fMRI images


 
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How to Cite this Article
Pubmed Style

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni, Camillo Porcaro,Laura Burattini. COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES. JCR. 2020; 7(5): 2598-2608. doi:10.31838/jcr.07.05.430


Web Style

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni, Camillo Porcaro,Laura Burattini. COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES. http://www.jcreview.com/?mno=12051 [Access: May 30, 2021]. doi:10.31838/jcr.07.05.430


AMA (American Medical Association) Style

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni, Camillo Porcaro,Laura Burattini. COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES. JCR. 2020; 7(5): 2598-2608. doi:10.31838/jcr.07.05.430



Vancouver/ICMJE Style

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni, Camillo Porcaro,Laura Burattini. COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES. JCR. (2020), [cited May 30, 2021]; 7(5): 2598-2608. doi:10.31838/jcr.07.05.430



Harvard Style

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni, Camillo Porcaro,Laura Burattini (2020) COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES. JCR, 7 (5), 2598-2608. doi:10.31838/jcr.07.05.430



Turabian Style

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni, Camillo Porcaro,Laura Burattini. 2020. COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES. Journal of Critical Reviews, 7 (5), 2598-2608. doi:10.31838/jcr.07.05.430



Chicago Style

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni, Camillo Porcaro,Laura Burattini. "COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES." Journal of Critical Reviews 7 (2020), 2598-2608. doi:10.31838/jcr.07.05.430



MLA (The Modern Language Association) Style

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni, Camillo Porcaro,Laura Burattini. "COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES." Journal of Critical Reviews 7.5 (2020), 2598-2608. Print. doi:10.31838/jcr.07.05.430



APA (American Psychological Association) Style

Marwa MohamedSheet AL-Hatab, Raid Rafi Omar Al-Nima, Ilaria Marcantoni, Camillo Porcaro,Laura Burattini (2020) COMPARISON STUDY BETWEEN THREE AXIS VIEWS OF VISION, MOTOR AND PRE-FRONTAL BRAIN ACTIVITIES. Journal of Critical Reviews, 7 (5), 2598-2608. doi:10.31838/jcr.07.05.430