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Self-Supervised
Representation Learning
May 1, 2020
Seokho Moon
논문, 블로그, 발표자료및다른연구원분들(도형록, 강현구등)의
도움을받아작성되었음을미리알려드리며
감사의말을전합니다.
https://lilianweng.github.io/lil-log/2019/11/10/self-supervised-learning.html
https://hoya012.github.io/blog/Self-Supervised-Learning-Overview/
PR-208: Unsupervised Visual Representation Learning Overview: Toward Self-Supervision
[Self-supervised learning] AI프렌즈세미나발표자료 -서정훈
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1. Introduction
1. Background
2. Brief framework
2. Pretext tasks
Exemplar
Context Prediction(Relative Patch Location)
Jigsaw Puzzle
Image Colorization
Count
Rotation
3. Downstream task evaluation
Transfer learning
4. SimCLR
Paper explanation
Results
5. Conclusion
Comments
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Pretext task
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Pretext task
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Linear Classifier
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Thank you
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