Publication

Feature Extraction Method

Classification Method

Rank-1

Mahalingam et al. (2010) [19]

Feature points extracted using Local Feature Analysis (LFA)

Graph matching

50%

LBP

42%

Park et al. (2010) [20]

Face VACS Commercial FR Engine

38%

Li et al. (2011) [21]

SIFT, MLBP

Multi-feature Discriminant Analysis

47.5%

Face VACS Commercial FR Engine

26%

Mahalingam et al. (2011) [22]

Gabor phase and magnitude encoded through Local Gabor Binary Pattern (LGBP) histograms

Histogram intersection

34%

Yadav et al. (2013) [23]

LBP using oldest images

Bacteria foraging fusion algorithm

64.5%

LBP using youngest images

31.2%

Wang et al. (2013) [24]

C1-S texture and shape features based on HMAX model

Nearest neighbor with Mahalanobis distance

33.9%

Yang et al. (2014) [25]

Local Gabor Binary Pattern His- togram Sequence (LGBPHS)

Factorized Graph Matching

64.47%