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Table 4

Confusion matrix for the ‘1 vs all’ classification technique, when applied to the small well-represented dataset

Predicted class
InfiltrationJointDepositsRootsCrackSurface
Correct class Infiltration 0.5 29.7 0.9 0.9 1.8 0.9 
Joint 0.7 89.7 4.4 0.4 2.9 1.8 
Deposits 0.8 21.3 71.3 0.8 0.8 4.8 
Roots 1.1 24.2 9.1 60.2 2.2 3.2 
Crack 1.3 27.9 3.5 0.9 62.8 3.5 
Surface 1.3 28.0 7.1 1.8 4.0 57.8 
Predicted class
InfiltrationJointDepositsRootsCrackSurface
Correct class Infiltration 0.5 29.7 0.9 0.9 1.8 0.9 
Joint 0.7 89.7 4.4 0.4 2.9 1.8 
Deposits 0.8 21.3 71.3 0.8 0.8 4.8 
Roots 1.1 24.2 9.1 60.2 2.2 3.2 
Crack 1.3 27.9 3.5 0.9 62.8 3.5 
Surface 1.3 28.0 7.1 1.8 4.0 57.8 

Bold values identify the True Positive Rates for each fault type.

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