https://github.com/juanmc2005/similaritylearning
Similarity Learning applied to Speaker Verification and Semantic Textual Similarity
https://github.com/juanmc2005/similaritylearning
arcface center-loss coco-loss contrastive-loss deep-learning metric-learning mnist python pytorch semantic-textual-similarity siamese siamese-network similarity-learning speaker-verification sts triplet triplet-loss
Last synced: 2 months ago
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Similarity Learning applied to Speaker Verification and Semantic Textual Similarity
- Host: GitHub
- URL: https://github.com/juanmc2005/similaritylearning
- Owner: juanmc2005
- Created: 2019-04-09T07:35:43.000Z (about 6 years ago)
- Default Branch: master
- Last Pushed: 2020-04-08T10:19:16.000Z (about 5 years ago)
- Last Synced: 2025-03-25T11:52:28.918Z (3 months ago)
- Topics: arcface, center-loss, coco-loss, contrastive-loss, deep-learning, metric-learning, mnist, python, pytorch, semantic-textual-similarity, siamese, siamese-network, similarity-learning, speaker-verification, sts, triplet, triplet-loss
- Language: Python
- Homepage:
- Size: 5.8 MB
- Stars: 12
- Watchers: 6
- Forks: 7
- Open Issues: 6
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Metadata Files:
- Readme: README.md
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README
# 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