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A deep learning based model to judge the AQ, Appearance Quotient, of faces. (For Chinese Young Girls Only)

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Entropy-xcy/RankFace

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A deep learning based model to judge the AQ, Appearance Quotient, of faces. (For Chinese Young Girls Only)
Inspired byFace Rank

Inspiration

My Repository is just a reversion ofFace Rank. For more details check this fantastic repo.

ThisEssay along with its dataset gave me great help in modeling and handling training issues.

Installation

apt-get install python-dev python-pip -ygit clone https://github.com/Entropy-xcy/RankFacecd ./RankFacepip install -r requirements.txtapt-get install python-opencv# for macOS use 'brew install opencv'# for Windows try the installation tutorial from opencv official websitewget http://entropy-xcy.bid/faceRank.h5

Demo

python main.py girls.jpg

Here is the output

Training

It is highly recommended to train the model yourself. Some accuracy issues may happen if the platform you have is different from the trainer's.

rm ./faceRank.h5wget http://entropy-xcy.bid/dataset.zipunzip dataset.ziprm dataset.zip# You may change parameters in the script.python train.py

Launch API Server

A basic webpage or POST API server build with kerasIt may still work for mobile platforms

pip install werkzeugpip install flask# make sure that you already successfully launched the demo before the next step# The default port is 5000, you may change it as you wish in the codepython API_server.py

Model Summary:

_________________________________________________________________Layer (type)                 Output Shape              Param #   =================================================================conv2d_1 (Conv2D)            (None, 128, 128, 32)      896       _________________________________________________________________activation_1 (Activation)    (None, 128, 128, 32)      0         _________________________________________________________________conv2d_2 (Conv2D)            (None, 126, 126, 32)      9248      _________________________________________________________________activation_2 (Activation)    (None, 126, 126, 32)      0         _________________________________________________________________max_pooling2d_1 (MaxPooling2 (None, 63, 63, 32)        0         _________________________________________________________________dropout_1 (Dropout)          (None, 63, 63, 32)        0         _________________________________________________________________flatten_1 (Flatten)          (None, 127008)            0         _________________________________________________________________dense_1 (Dense)              (None, 128)               16257152  _________________________________________________________________activation_3 (Activation)    (None, 128)               0         _________________________________________________________________dropout_2 (Dropout)          (None, 128)               0         _________________________________________________________________dense_2 (Dense)              (None, 1)                 129       =================================================================Total params: 16,267,425Trainable params: 16,267,425Non-trainable params: 0_________________________________________________________________

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A deep learning based model to judge the AQ, Appearance Quotient, of faces. (For Chinese Young Girls Only)

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