Implementation and Review Paper related to Self-Supervised-Learning

Implementation or Review Paper List

• MoCo (CVPR 2020)
• SimCLR (ICML 2020)
• BYOL (NeurlPS 2020)
• DINO (ICCV 2021)
• CoCa (arXiv 2022)

Self-Supervised Learning?

• SSL is proposed for utilizing unlabeled data
• Labeling is so expensive with large dataset
• SSL is widely used in representation learning to make a model learn the latent feature of the data
• Recently, the performance of SSL has improved a lot compared to supervised learning method and the gap has closed