Few-shot Image Classification on FC100
45.211-shot AccBECLR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BECLRBackbone=RN18, Setting=Unsup.2024.02 | 45.21 | 60.02 | |
| MSENetYear=2024, Backbone=ResNet182024.09 | 44.78 | 66.27 | |
| RFSYear=2020, Backbone=ResNet122024.09 | 44.6 | 60.9 | |
| MMLBackbone=ResNet-122021.03 | 44.43 | 59.56 | |
| PEAGBackbone=ResNet-122021.03 | 43.99 | 56.47 | |
| SSFormersYear=2023, Backbone=ResNet122024.09 | 43.72 | 58.92 | |
| MDM-NetYear=2022, Backbone=ResNet122024.09 | 43.62 | 57.41 | |
| LSFSLYear=2023, Backbone=ResNet122024.09 | 43.6 | 60.12 | |
| Fine-tuningBackbone=WRN-28-102021.03 | 43.16 | 57.57 | |
| MABASBackbone=ResNet-122021.03 | 42.31 | 57.56 | |
| DCYear=2019, Backbone=ResNet122024.09 | 42.04 | 57.63 | |
| Barlow Twins + DSAYear=2024, Backbone=ViT-B2024.09 | 41.42 | 55.47 | |
| MeaOptNetBackbone=ResNet-122021.03 | 41.1 | 55.5 | |
| Metaopt NetYear=2019, Backbone=ResNet122024.09 | 41.1 | 55.5 | |
| SimpleShotYear=2019, Backbone=ResNet102024.09 | 40.13 | 53.63 | |
| TADAMBackbone=ResNet-122021.03 | 40.1 | 56.1 | |
| TADAMYear=2018, Backbone=ResNet122024.09 | 40.1 | 56.1 | |
| Deep EigenmapsBackbone=RN18, Setting=Unsup.2024.02 | 39.7 | 57.9 | |
| Cosine ClassifierYear=2019, Backbone=ResNet122024.09 | 38.47 | 57.67 | |
| Barlow TwinsBackbone=RN18, Setting=Unsup.2024.02 | 37.9 | 54.1 | |
| HMSBackbone=RN18, Setting=Unsup.2024.02 | 37.88 | 53.68 | |
| P-NetYear=2017, Backbone=ResNet122024.09 | 37.8 | 53.3 | |
| MoCo v2Backbone=RN18, Setting=Unsup.2024.02 | 37.7 | 53.2 | |
| MoCHiBackbone=RN18, Setting=Unsup.2024.02 | 37.51 | 48.95 | |
| Prototypical NetworksBackbone=ResNet-122021.03 | 37.5 | 52.5 | |
| BYOLBackbone=RN18, Setting=Unsup.2024.02 | 37.2 | 52.8 | |
| LF2CSBackbone=RN18, Setting=Unsup.2024.02 | 37.2 | 52.8 | |
| Meta-GMVAEBackbone=RN18, Setting=Unsup.2024.02 | 36.3 | 49.7 | |
| SimCLRBackbone=RN18, Setting=Unsup.2024.02 | 36.2 | 49.9 | |
| Prototypical NetworksBackbone=Conv-64F2021.03 | 35.3 | 48.6 | |
| CUMCABackbone=RN18, Setting=Unsup.2024.02 | 33 | 47.41 |