Title :
ROI detection of reading process using ANFIS method
Author :
Pongpanitanont, Pongphan ; Sittiprapaporn, Wichian ; Prasertsakul, Thunyanoot ; Charoensuk, Warakorn
Author_Institution :
Dept. of Biomed. Eng., Mahidol Univ., Nakorn Pathom, Thailand
Abstract :
This paper studies the application of the adaptive neuro-fuzzy inference system (ANFIS). We propose the ANFIS used for region of interest (ROI) detection in brain fMRI images. The ROI is used for estimating the tissue activity by Blood-Oxygen Level Dependent technique (BOLD). The result shows the ANFIS model can be used to fit the image time-intensity data. A 3 Gaussian membership functions were proposed to estimate the time-intensity relation. The result shows the rate of time-intensity relation to determine the tissue activity. The tissue activity should be determined the normal pattern of reading process.
Keywords :
Gaussian distribution; biological tissues; biomedical MRI; brain; fuzzy reasoning; neurophysiology; oxygen; 3 Gaussian membership functions; ANFIS; BOLD; O2; ROI detection; adaptive neuro-fuzzy inference system; blood-oxygen level dependent technique; brain; fMRI; reading process; region of interest; time-intensity relation; Adaptation models; Brain modeling; Image segmentation; Magnetic resonance imaging; Noise; Training; ANFIS; Reading Process; fMRI;
Conference_Titel :
Biomedical Engineering International Conference (BMEiCON), 2011
Conference_Location :
Chiang Mai
Print_ISBN :
978-1-4577-2189-2
DOI :
10.1109/BMEiCon.2012.6172065
