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Kin verification with siamese neural network

Convolutional neural network for kinship verification. More information can be found in this paper.

Requrements

  • Python >= 3.6
  • PyTorch >= 1.0

Get started

  1. Download Families in the Wild dataset. Unzip and organize like this:
data
├── train
│   └── ...
├── test
│   └── ...
└── train_relationships.csv
  1. Clone pretrained implementation of FaceNet for PyTorch: git clone https://github.com/timesler/facenet-pytorch.git facenet_pytorch

  2. Run train.py.

Network architecture

A Siamese network with FaceNet encoder is used:

Scheme

Results

plot1 plot2

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Siamese network for automatic kinship classification

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