Methods › General › Semi-Supervised Learning Methods
Semi-Supervised Learning Methods
The archive attaches this collection's text per method and the copies differ: 2 distinct texts across 23 of the 23 methods here. All are shown, most-carried first (a tie goes to the text carrying Papers with Code's collection boilerplate, then to the longer text); no vote is taken between them.
Text 1, carried by 20 of 23 methods:
Semi-Supervised Learning methods leverage unlabelled data as well as labelled data to increase performance on machine learning tasks. Below you can find a continuously updating list of semi-supervised learning methods (this may have overlap with self-supervised methods due to evaluation protocol similarity).
Text 2, carried by 3 of 23 methods:
Self-Supervised Learning refers to a category of methods where we learn representations in a self-supervised way (i.e without labels). These methods generally involve a pretext task that is solved to learn a good representation and a loss function to learn with. Below you can find a continuously updating list of self-supervised methods.
Methods
All 23 methods in this collection, most-tagged first. Year is the archive's introduced_year; the archive stores 2000 when it has none, shown here as “–”. Papers counts distinct papers the archive tags with the method. Click a heading to sort.
| Contrastive Predictive Coding | – | 113 |
| FixMatch | – | 85 |
| SPS Semi-Pseudo-Label | – | 47 |
| SPL Semi-Pseudo-Label | – | 45 |
| Noisy Student | – | 38 |
| Transductive Inference | – | 33 |
| MoCo v2 | – | 30 |
| IPL Iterative Pseudo-Labeling | – | 17 |
| LPM Local Prior Matching | – | 17 |
| Gradual Self-Training | – | 8 |
| STAC | – | 8 |
| Pattern-Exploiting Training | – | 6 |
| DifferNet | – | 5 |
| Meta Pseudo Labels | – | 5 |
| SimCLRv2 | – | 4 |
| MixText | – | 3 |
| M3L Multi-modal Teacher for Masked Modality Learning | – | 2 |
| CPC v2 | – | 1 |
| MAD Learning Memory-Associated Differential Learning | – | 1 |
| PinvGCN Pseudoinverse Graph Convolutional Network | – | 1 |
| SKEP | – | 1 |
| STraTA Self-Training with Task Augmentation | – | 1 |
| State-Aware Tracker | – | 1 |