5-way Few-shot Classification on miniImageNet
85.99Accuracy (5-shot)MUSIC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MUSICBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 85.99 | 74.96 | |
| MUSIC (only pos)Backbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 85.86 | 74.44 | |
| STL DeepBDCBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 85.45 | 67.83 | |
| COSOCBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 85.16 | 69.28 | |
| MCLBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 85.11 | 69.31 | |
| MUSIC (only neg)Backbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 85.11 | 73.86 | |
| CECNetBackbone=WRN-282023.04 | 85 | 70.2 | |
| BD-CSPN + ESFR-SemiBackbone=WRN2021.06 | 84.97 | — | |
| CECNetBackbone=ResNet-122023.04 | 84.65 | 69.32 | |
| Meta-DeepBDCBackbone=ResNet-122023.04 | 84.46 | 67.34 | |
| BD-CSPN + ESFRBackbone=WRN2021.06 | 84.36 | 76.84 | |
| IENetBackbone=ResNet-122023.04 | 84.35 | 66.82 | |
| BD-CSPNBackbone=WRN2021.06 | 84.14 | 72.74 | |
| LaplacianShotBackbone=WRN2021.06 | 84.13 | 74.86 | |
| PLCMBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 83.71 | 72.06 | |
| MCLBackbone=ResNet-122023.04 | 83.63 | 67.36 | |
| MUSICBackbone=ResNet-12, Transductive setup=true2022.09 | 83.49 | 72.01 | |
| MELRBackbone=ResNet122022.04 | 83.4 | 67.4 | |
| MUSIC (only pos)Backbone=ResNet-12, Transductive setup=true2022.09 | 83.31 | 71.83 | |
| MUSIC (only neg)Backbone=ResNet-12, Transductive setup=true2022.09 | 83.04 | 71.46 | |
| BD-CSPN + ESFR-SemiBackbone=ResNet-182021.06 | 82.89 | — | |
| FRNBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 82.83 | 66.45 | |
| PLCMBackbone=ResNet-12, Transductive setup=true2022.09 | 82.74 | 70.92 | |
| DANetBackbone=WRN-282023.04 | 82.74 | 67.84 | |
| DMFBackbone=ResNet122022.04 | 82.71 | 67.76 | |
| Sum-minBackbone=SF-122022.04 | 82.71 | 68.32 | |
| SetFeatBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 82.71 | 68.32 | |
| DANetBackbone=ResNet-122023.04 | 82.71 | 67.76 | |
| RENetBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 82.58 | 67.6 | |
| DeepEMDBackbone=ResNet122022.04 | 82.41 | 65.91 | |
| DeepEMDBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 82.41 | 65.91 | |
| DeepEMDBackbone=ResNet-122023.04 | 82.41 | 65.91 | |
| BD-CSPNBackbone=ResNet-182021.06 | 82.36 | 70 | |
| BD-CSPN + ESFRBackbone=ResNet-182021.06 | 82.32 | 73.98 | |
| LaplacianShotBackbone=ResNet-182021.06 | 82.31 | 72.11 | |
| DistillBackbone=ResNet122022.04 | 82.14 | 64.82 | |
| SimpleShotBackbone=WRN2021.06 | 82.09 | 65.87 | |
| Min-minBackbone=SF-122022.04 | 82.07 | 67.88 | |
| FEATBackbone=ResNet-182021.06 | 82.05 | 66.78 | |
| FEATBackbone=ResNet122022.04 | 82.05 | 66.78 | |
| FEATBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 82.05 | 66.78 | |
| MixtFSLBackbone=ResNet122022.04 | 82.04 | 63.98 | |
| Match-sumBackbone=SF-122022.04 | 81.79 | 67.41 | |
| Neg-MarginBackbone=ResNet122022.04 | 81.57 | 63.85 | |
| FEATBackbone=WRN2021.06 | 81.11 | 65.1 | |
| EPNetBackbone=ResNet-12, Transductive setup=true2022.09 | 81.06 | 66.5 | |
| iLPCBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 81.06 | 70.99 | |
| PSSTBackbone=WRN-282023.04 | 80.64 | 64.16 | |
| ProtoNetBackbone=ResNet122022.04 | 80.53 | 62.39 | |
| MetaOptNet + ArLBackbone=ResNet-12, Learning Setting=Supervised2020.01 | 80.41 | 65.21 | |
| EPNetBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 80.2 | 70.5 | |
| ICIBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 80.11 | 69.66 | |
| SimpleShotBackbone=ResNet-182021.06 | 79.92 | 63.1 | |
| iLPCBackbone=ResNet-12, Transductive setup=true2022.09 | 79.82 | 69.79 | |
| CANBackbone=ResNet-12, Evaluation Setup=Inductive2022.09 | 79.44 | 63.85 | |
| CANBackbone=ResNet-122023.04 | 79.44 | 63.85 | |
| TransMatchBackbone=WRN-28-10, Evaluation Setup=Basic semi-supervised2022.09 | 79.3 | 60.02 | |
| Meta-BaselineBackbone=ResNet122022.04 | 79.26 | 63.17 | |
| ICIBackbone=ResNet-12, Transductive setup=true2022.09 | 79.26 | 66.8 | |
| SIBBackbone=WRN2021.06 | 79.2 | 70 | |
| SOSN + ArLBackbone=ResNet-12, Learning Setting=Supervised2020.01 | 78.95 | 61.36 | |
| WDAE-GNNBackbone=WRN2021.06 | 78.85 | 62.96 | |
| LSTBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.09 | 78.7 | 70.01 | |
| CTMBackbone=ResNet-182021.06 | 78.64 | 64.12 | |
| MetaOptNetBackbone=ResNet-12, Learning Setting=Supervised2020.01 | 78.63 | 62.64 | |
| MetaOptNetBackbone=ResNet122022.04 | 78.63 | 62.64 | |
| Tran. BaselineBackbone=WRN2021.06 | 78.4 | 65.73 | |
| Shot-FreeBackbone=ResNet-122021.03 | 77.64 | 59.01 | |
| LEOBackbone=WRN2021.06 | 77.59 | 61.76 | |
| LEOBackbone=WRN-28-10, Evaluation Setup=Inductive2022.09 | 77.59 | 61.76 | |
| TADAMBackbone=ResNet122022.04 | 76.7 | 58.5 | |
| TEWAMBackbone=ResNet-122021.03 | 75.9 | 60.07 | |
| TEAMBackbone=ResNet-182021.06 | 75.9 | 60.07 | |
| ChenBackbone=ResNet-182021.06 | 75.68 | 51.87 | |
| TPNBackbone=ResNet-122021.06 | 75.65 | 59.46 | |
| SOSNBackbone=ResNet-12, Learning Setting=Supervised2020.01 | 75.49 | 59.01 | |
| Sum-minBackbone=SF4-5122022.04 | 74.97 | 59.1 | |
| MELRBackbone=Conv4-5122022.04 | 74.37 | 57.54 | |
| CC+rotBackbone=Conv4-5122022.04 | 74.3 | 56.27 | |
| PN+rotBackbone=Conv4-5122022.04 | 74 | 56.02 | |
| ProtoNetBackbone=ResNet-182021.06 | 73.68 | 54.16 | |
| Sum-minBackbone=SF4-642022.04 | 73.67 | 57.18 | |
| Min-minBackbone=SF4-5122022.04 | 73.46 | 58.57 | |
| ProtoNet+Backbone=Conv4-5122022.04 | 73.34 | 53.52 | |
| Min-minBackbone=SF4-642022.04 | 72.7 | 56.22 | |
| Match-sumBackbone=SF4-5122022.04 | 72.69 | 56.5 | |
| SOSN + ArLBackbone=Conv-4-64, Learning Setting=Supervised2020.01 | 72.64 | 57.48 | |
| MELRBackbone=Conv4-642022.04 | 72.27 | 55.35 | |
| Match-sumBackbone=SF4-642022.04 | 72.18 | 55.74 | |
| AdaResNetBackbone=ResNet122022.04 | 71.94 | 56.88 | |
| FEATBackbone=Conv4-642022.04 | 71.61 | 55.15 | |
| MixtFSLBackbone=Conv4-642022.04 | 70.67 | 52.82 | |
| CECNetBackbone=Conv42023.04 | 70.57 | 54.45 | |
| Neg-MarginBackbone=Conv4-642022.04 | 70.41 | 52.84 | |
| TPNBackbone=4 CONV, Transductive setup=true2022.09 | 69.86 | 55.51 | |
| PN + ArLBackbone=Conv-4-64, Learning Setting=Supervised2020.01 | 69.68 | 53.93 | |
| RN + ArLBackbone=Conv-4-64, Learning Setting=Supervised2020.01 | 68.86 | 53.79 | |
| SOSNBackbone=Conv-4-64, Learning Setting=Supervised2020.01 | 68.58 | 53.73 | |
| MAML++Backbone=Conv-4-64, Learning Setting=Supervised2020.01 | 68.32 | 52.15 | |
| PNBackbone=Conv-4-64, Learning Setting=Supervised2020.01 | 68.2 | 49.42 |