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Table 1 Example of classification results for a given attribute (i.e., gender) using three different algorithms. Note that an algorithm that can output unknown produces higher performance measures than one that commits the same amount of errors (e.g., algorithm B vs algorithm A). For gender estimation and for the class female, a true positive is a female estimated as female; a false negative is a female estimated as male; and a false positive is a male estimated as female

From: Benchmark for anonymous video analytics

 

Algorithm A

Algorithm B

Algorithm C

True positives

100

100

110

False negatives

51

51

51

False positives

24

14

14

Unknown

0

10

0

Precision

0.81

0.88

0.89

Recall

0.66

0.66

0.68

F1-score

0.73

0.76

0.77