Research Article

MRI Brain Images Healthy and Pathological Tissues Classification with the Aid of Improved Particle Swarm Optimization and Neural Network

Table 3

Performance measures of the existing tissue classification method [22] in classifying (a) WM, (b) GM, (c) CSF, (d) edema, and (e) tumor from five MRI brain images.
(a)  

ImagesTPFPTNFNSensitivityFPRACCSpecificityPPVNPVFDRMCC


(b)  

ImagesTPFPTNFNSensitivityFPRACCSpecificityPPVNPVFDRMCC


(c)  

ImagesTPFPTNFNSensitivityFPRACCSpecificityPPVNPVFDRMCC


(d)  

ImagesTPFPTNFNSensitivityFPRACCSpecificityPPVNPVFDRMCC


(e)  

ImagesTPFPTNFNSensitivityFPRACCSpecificityPPVNPVFDRMCC