Performance Evaluation of Multimodal Multifeature Authentication System Using KNN Classification

Table 5

Comparison of various modalities.

Method	Recognition accuracy	Modalities
Feature fusion of single scale LBP; Guo et al. [25]	81.46	Face and palmprint
Score level fusion; Zhou and Bhanu [26]	93.30	Side face and gait
Feature fusion of multiresolution LBP; Guo et al. [25]	94.79	Face and palmprint
Score level fusion; Kumar et al. [27]	94.59	Hand geometry and palmprint
Score level fusion; Nandakumar et al. [28]	94.80	Fingerprint and iris
Feature Fusion of modified multiresolution; Guo et al. [25]	96.67	Face and palmprint
Score level fusion; Zhang et al. [29]	92.67	Fingerprint and palmprint
Score level fusion; Korves et al. [30]	97.50	Fingerprint and face
Decision level fusion; Abdolahi et al. [3]	98.20	Fingerprint and iris
Feature fusion; Zhou and Bhanu [26]	97.40	Side face and gait
Score level fusion; Aguilar et al. [31]	98.20	Iris and palmprint
Rank level fusion; Monwar and Gavrilova [13]	98.82	Face, ear, and signature
Proposed feature fusion of hierarchical multiresolution LBP and Gabor	99.96	Iris and palmprint