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. 2022 Jul 19;8:e1045. doi: 10.7717/peerj-cs.1045

Table 1. Summary of self-supervised learning pretext tasks.

No. Authors Category Method
1 Dosovitskiy et al. (2015) Predictive Exemplar CNN
2 Doersch, Gupta & Efros (2015) Predictive Relative position prediction
3 Noroozi & Favaro (2016) Predictive Jigsaw puzzle
4 Komodakis & Gidaris (2018) Predictive Rotation prediction
5 Vincent et al. (2008) Generative Denoising auto-encoder
6 Pathak et al. (2016) Generative Image inpainting
7 Zhang, Isola & Efros (2016) Generative Image colorization
8 Zhang, Isola & Efros (2017) Generative Split-brain auto-encoder
9 Radford, Metz & Chintala (2016) Generative Deep Convolutional GAN
10 Donahue, Krähenbühl & Darrell (2016) Generative Bi-directional GAN
11 van den Oord, Li & Vinyals (2018) Contrastive CPC
12 He et al. (2020) Contrastive MoCo
13 Chen et al. (2020) Contrastive SimCLR
14 Grill et al. (2020) Contrastive BYOL
15 Caron et al. (2020) Contrastive SwAV