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Current techniques have a major issue. They fail to account for the age gap in the subject of the image pairs which can lead to a huge difference in their vector representations. This can cause huge problems while performing inference.
To solve that, we propose a method to reduce that difference.
In our project, we built a Siamese Neural Network and used it to test different datasets. We have used an implementation of GANs which is considered state-of-the-art, rather than build our own. One of the datasets has been preprocessed with GANs and the other hasn’t. Therefore, getting better performance in the latter would confirm that GANs add value. The dataset we used for this purpose was the Faces in the Wild dataset. It has been annotated based on relationships among them.
According to our implementation, the hypothesis has been proved correct, leading us to believe that GANs can increase the performance of Kinship Verification models.
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