5-way Few-shot Classification on tieredImageNet
85.4Accuracy (1-shot)MUSIC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MUSICBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 85.4 | — | 90.79 | |
| MUSIC (only pos)Backbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 85.33 | — | 90.62 | |
| iLPCBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 85.04 | — | 89.63 | |
| MUSIC (only neg)Backbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 84.91 | — | 90.29 | |
| PLCMBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 84.78 | — | 90.11 | |
| ICIBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 84.01 | — | 89 | |
| MUSICBackbone=ResNet-12, Transductive setup=true2022.09 | 83.57 | — | 89.81 | |
| iLPCBackbone=ResNet-12, Transductive setup=true2022.09 | 83.49 | — | 89.48 | |
| MUSIC (only pos)Backbone=ResNet-12, Transductive setup=true2022.09 | 83.44 | — | 89.57 | |
| MUSIC (only neg)Backbone=ResNet-12, Transductive setup=true2022.09 | 83.2 | — | 89.33 | |
| PLCMBackbone=ResNet-12, Transductive setup=true2022.09 | 82.61 | — | 89.47 | |
| ICIBackbone=ResNet-12, Transductive setup=true2022.09 | 80.79 | — | 87.92 | |
| LSTBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 77.7 | — | 85.2 | |
| EPNetBackbone=ResNet-12, Transductive setup=true2022.09 | 76.53 | — | 87.32 | |
| EPNetBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 75.9 | — | 82.11 | |
| CECNetBackbone=WRN-282023.04 | 73.84 | — | 87.36 | |
| STL DeepBDCBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 73.82 | — | 89 | |
| SetFeatBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 73.63 | — | 87.59 | |
| MCLBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 73.62 | — | 86.29 | |
| COSOCBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 73.57 | — | 87.57 | |
| CECNetBackbone=ResNet-122023.04 | 73.14 | — | 86.88 | |
| Meta-DeepBDCBackbone=ResNet-122023.04 | 72.34 | — | 87.31 | |
| TransMatchBackbone=WRN-28-10, Evaluation Setup=Basic semi-supervised2022.09 | 72.19 | — | 82.12 | |
| DANetBackbone=WRN-282023.04 | 72.18 | — | 86.26 | |
| FRNBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 72.06 | — | 86.89 | |
| DANetBackbone=ResNet-122023.04 | 71.89 | — | 85.96 | |
| IENetBackbone=ResNet-122023.04 | 71.87 | — | 86.82 | |
| MCLBackbone=ResNet-122023.04 | 71.76 | — | 86.01 | |
| RENetBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 71.61 | — | 85.28 | |
| DeepEMDBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 71.16 | — | 86.03 | |
| DeepEMDBackbone=ResNet-122023.04 | 71.16 | — | 86.03 | |
| FEATBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 70.8 | — | 84.79 | |
| CANBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 69.89 | — | 84.23 | |
| CANBackbone=ResNet-122023.04 | 69.89 | — | 84.23 | |
| MSENet2024.09 | 67.4 | — | 85.67 | |
| LEOBackbone=WRN-28-10, Evaluation Setup=Inductive2022.09 | 66.33 | — | 81.44 | |
| TPNBackbone=4 CONV, Transductive setup=true2022.09 | 59.91 | — | 73.3 | |
| GAP2024.09 | 58.56 | — | 72.82 | |
| CECNetBackbone=Conv42023.04 | 56.59 | — | 72.86 | |
| TPNBackbone=4 CONV, Evaluation Setup=Basic semi-supervised2022.09 | 55.74 | — | 71.01 | |
| Sparse-MAML+2024.09 | 53.91 | — | 69.92 | |
| Sparse-ReLU-MAML2024.09 | 53.77 | — | 68.12 | |
| Sparse-MAML2024.09 | 53.47 | — | 68.83 | |
| ProtoNetBackbone=4 CONV, Evaluation Setup=Inductive2022.09 | 53.31 | — | 72.69 | |
| ProtoNetBackbone=Conv42023.04 | 53.31 | — | 72.69 | |
| BOIL2024.09 | 53.23 | — | 69.37 | |
| ANIL2024.09 | 52.82 | — | 66.52 | |
| MAMLBackbone=4 CONV, Evaluation Setup=Inductive2022.09 | 51.67 | — | 70.3 | |
| MAML2024.09 | 51.61 | — | 65.76 | |
| BaseTransformershot=1-shot, backbone=ResNet-122022.10 | — | 72.46 | — | |
| BaseTransformershot=5-shot, backbone=ResNet-122022.10 | — | 84.96 | — | |
| CANshot=1-shot, backbone=ResNet-122022.10 | — | 69.89 | — | |
| CANshot=5-shot, backbone=ResNet-122022.10 | — | 84.23 | — | |
| DeepEMDshot=1-shot, backbone=ResNet-122022.10 | — | 71.16 | — | |
| DeepEMDshot=5-shot, backbone=ResNet-122022.10 | — | 86.03 | — | |
| DMFshot=1-shot, backbone=ResNet-122022.10 | — | 71.89 | — | |
| DMFshot=5-shot, backbone=ResNet-122022.10 | — | 85.96 | — | |
| FEATshot=1-shot, backbone=ResNet-122022.10 | — | 70.8 | — | |
| FEATshot=5-shot, backbone=ResNet-122022.10 | — | 84.79 | — | |
| IEPTshot=1-shot, backbone=ResNet-122022.10 | — | 72.24 | — | |
| IEPTshot=5-shot, backbone=ResNet-122022.10 | — | 86.73 | — | |
| InfoPatchshot=1-shot, backbone=ResNet-122022.10 | — | 71.51 | — | |
| InfoPatchshot=5-shot, backbone=ResNet-122022.10 | — | 85.44 | — | |
| MELRshot=1-shot, backbone=ResNet-122022.10 | — | 72.14 | — | |
| MELRshot=5-shot, backbone=ResNet-122022.10 | — | 87.01 | — | |
| META-QDAshot=1-shot, backbone=ResNet-122022.10 | — | 69.97 | — | |
| META-QDAshot=5-shot, backbone=ResNet-122022.10 | — | 85.51 | — | |
| PALshot=1-shot, backbone=ResNet-122022.10 | — | 72.25 | — | |
| PALshot=5-shot, backbone=ResNet-122022.10 | — | 86.95 | — | |
| ProtoNetsshot=1-shot, backbone=ResNet-122022.10 | — | 65.65 | — | |
| ProtoNetsshot=5-shot, backbone=ResNet-122022.10 | — | 83.4 | — | |
| SimpleShotshot=1-shot, backbone=ResNet-122022.10 | — | 69.75 | — | |
| SimpleShotshot=5-shot, backbone=ResNet-122022.10 | — | 85.31 | — |