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Neural Networks for identification of face, detection of sunglasses on face and classification of the pose of the face.

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CaptainSame/Face-sunglasses-and-pose-recogniser-using-neural-networks

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Face-sunglass-and-pose-recogniser-using-neural-networks

Created by : Sameer Sharma

Dataset link: http://archive.ics.uci.edu/ml/datasets/cmu+face+images

Sunglasses Recognizer

training file- straightrnd_train.list. testing files- straightrnd_test1.list, and straightrnd_test2.list.

Network: No. of layers: 3 Input layer units: 960 Hidden layer units: 550 Output units: 2

Maximum accuracy achieved: 97.05 %

Learning Rate: 0.011 Momentum: 0.001

No. of iterations: 200

Face recognizer

training file- straighteven_train.list. testing files- straighteven_test1.list and straighteven_test2.list

Network: No. of layers: 3 Input layer units: 960 Hidden layer units: 500 Output units: 20

Maximum accuracy achieved: 97.22 %

Learning Rate: 0.008 Momentum: 0.004

No. of iterations: 150

Pose recognizer

training file- all_train.list. testing files- all_test1.list and all_test2.list.

Network: No. of layers: 3 Input layer units: 960 Hidden layer units: 550 Output units: 4

Maximum accuracy achieved: 91.8 %

Learning Rate: 0.004 Momentum: 0.002

No. of iterations: 50

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