Research Article

An Improved Multispectral Palmprint Recognition System Using Autoencoder with Regularized Extreme Learning Machine

Table 5

Comparison of average recognition rates for the proposed approach with the state-of-the-art approaches for different spectral bands: blue, green, red, and NIR according to experimental model III.

Method [Ref.]Average Recognition Rate (%)
BlueGreenRedNIR

MPELM [18]98.5899.0599.4599.21
ELM [18]95.0295.9398.0896.87
LPP + SMOSVM [18]96.0997.7198.2198.78
LPP + LSSVM [18]95.7597.4597.9698.22
Proposed Approach10099.9799.9999.93