5-way Few-Shot Classification on CIFAR-FS (1-shot/5-shot)
87.281-shot AccuracyMCT (Pair)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MCT (Pair)Backbone=ResNet-12, Inference Setting=Transductive2020.02 | 87.28 | 90.5 | |
| MCT (Instance)Backbone=ResNet-12, Inference Setting=Transductive2020.02 | 85.61 | 90.03 | |
| SIBBackbone=WRN-28-10, Inference Setting=Transductive2020.02 | 80 | 85.3 | |
| MUSICBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 78.96 | 87.25 | |
| MUSIC (only pos)Backbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 78.81 | 87.11 | |
| iLPCBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 78.57 | 85.84 | |
| MUSIC (only neg)Backbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 78.26 | 86.53 | |
| DPGNBackbone=ResNet-12, Inference Setting=Transductive2020.02 | 77.9 | 90.2 | |
| MCI (Instance)Backbone=ResNet-12, Inference Setting=Inductive2020.02 | 77.84 | 89.11 | |
| PLCMBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 77.62 | — | |
| MUSICBackbone=ResNet-12, Transductive setup=true2022.09 | 77.56 | 85.49 | |
| MUSIC (only pos)Backbone=ResNet-12, Transductive setup=true2022.09 | 77.42 | 85.33 | |
| MUSIC (only neg)Backbone=ResNet-12, Transductive setup=true2022.09 | 77.26 | 85.1 | |
| iLPCBackbone=ResNet-12, Transductive setup=true2022.09 | 77.14 | 85.23 | |
| Fine-tuningBackbone=WRN-28-10, Inference Setting=Transductive2020.02 | 76.58 | 85.79 | |
| ICIBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 76.51 | 84.32 | |
| MCI (Pair)Backbone=ResNet-12, Inference Setting=Inductive2020.02 | 76.23 | 88.39 | |
| DeepEMDBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 74.58 | 86.92 | |
| RENetBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 74.51 | 86.6 | |
| ICIBackbone=ResNet-12, Transductive setup=true2022.09 | 73.97 | 84.13 | |
| MetaOpt-SVMBackbone=ResNet-12, Inference Setting=Inductive2020.02 | 72 | 84.2 | |
| MAMLBackbone=4 CONV, Evaluation Setup=Inductive2022.09 | 58.9 | 71.5 | |
| ProtoNetBackbone=4 CONV, Evaluation Setup=Inductive2022.09 | 55.5 | 72 |