Results show that the top ten percent of the selected Gabor features with three scales and eight orientations achieve the highest recognition rate of 96.67%.
UNC-SVM and pLSA-SVM are both state-of-the-art methods to fuse generative models and discriminative models, where the parameters are optimized following the literature to achieve the highest recognition performance.
First of all, we survey the existed four categories of mobile visual search methods to show that hashing based methods play significant roles to achieve the high recognition bitrat as their strong determinativeness, high compressed codes, easily transmitted and indexed.
Narrowing the achievement gap for the district's nearly 145,000 students during his tenure was a key priority for Dr. Weast, and during the same time Montgomery County also earned national recognition for achieving the highest student graduation rate among the nation's 50 largest school systems.
On this similar setup for training and test images, the highest recognition rate achieved by the proposed ZMmagPhaseLBP descriptor for YALE 2.1 is 94.59% while the ZMcomponentLBP descriptor achieves a recognition rate of 92.47% for ORL 2.1 category.
In case of k-NN, the highest recognition was achieved for BFCC, 56.5% for acted speech and 74.5% for natural speech.
On the fafb subset of FERET database, the recognition rate obtained by the RES [40], WM, and CWM [41] approaches is 95.0, 88.0, and 91.0% whereas the highest recognition rate achieved by the proposed ZMmagPhaseLBP approach is 98.04%.
It can be seen that the highest recognition rate is achieved repeatedly by our proposed method, proCMF.
From the results depicted in Figure 6, it is observed that among all the combined approaches, the highest recognition results are achieved by the ZMmagPhaseLBP descriptor.
