Gender recognition from frontal facial images within project FP7-ICT-247525-HUMAVIPS

Structural SVM with HOG descriptors (similar to exp. 05)

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Overview

This experiment has same goals as experiment 06, but here will be used HOG (Histogram Of Gradients) descirptor for representation of input images.

Results

Parameters of experiment
imSize [h x w]80 x 64
winSize [h x w]60 x 40
win positionhalf in eighter axis
cellSize2
blockSize4
nBins9
nCutPlanes per iteration160
LAMBDAnIterTraining errorValidation error
0.12010.35%13.28%
0.01404.09%10.38%
0.001820.17%11.69%

* Current testing error: 10.61%

References

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