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Similarity Learning applied to Speaker Verification and Semantic Textual Similarity

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Similarity Learning Project

Comparison between different popular loss functions in 3 scenarios:

  • MNIST classification
  • SemEval STS
  • VoxCeleb1/VoxCeleb2 Speaker Verification

The following losses are compared:

  • Cross Entropy
  • Contrastive Loss (Siamese Network)
  • Triplet Loss
  • Center Loss
  • CoCo Loss
  • ArcFace Loss