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Table 19 Comparison of approaches

From: Vehicle classification framework: a comparative study

 

Cars vs vans (%)

Sedans vs taxis (%)

Sedans vs vans vs taxis (%)

PCA + DFVS (eigenvehicle)

98.5

97.57

95.85

PCA + DIVS

99.25

89.69

94.15

PCA + SVM

63.25

76.67

 

LDA

96

95.15

90.00

Constellation model (implicit shape)

96.25

89.39

85.66

Constellation model (explicit shape)

97

89.09

86.04

A fusion of approaches

  

96.42

Constellation model [4]

98.5

95.86

 

Patch-based object classification [8]

99.25

95.25