Synthetic Faces Make Everything Easier

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The usefulness of synthetic faces is not limited to race classification!

All classifiers which were trained with augmented training data showed improvement.

 

Age:

Original Training Data	Augmented Training Data
Child 47% Teen 13% Adult 91% Senior 33% (Neural Network)	Child 50% Teen 22% Adult 83% Senior 44% (Neural Network)

 

Beard:

Original Training Data	Augmented Training Data
Beard 55% No Beard 99% (GLD )	Beard 93% No Beard 7% (GLD)

Glasses:

Original Training Data	Augmented Training Data
Glasses 13% No Glasses 99% (GLD )	Glasses 25% No Glasses 97% (GLD)