Self-supervised Deep Learning Based End-to-End Face Verification Method using Siamese Network
Enoch Solomon,
Abraham Woubie,
Eyael Solomon Emiru
Abstract:Achieving state-of-the-art results in face verification systems typically hinges on the availability of labeled face training data, a resource that often proves challenging to acquire in substantial quantities. In this research endeavor, we proposed employing Siamese networks for face recognition, eliminating the need for labeled face images. We achieve this by strategically leveraging negative samples alongside nearest neighbor counterparts, thereby establishing positive and negative pairs through an unsuperv… Show more
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