Few-shot Classification on tiered-ImageNet (1, 5, 10, 20-shot)
85.15Accuracy (1-shot)ProtoDiff
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ProtoDiffShots=5-shot, Backbone=ResNet-122023.06 | 85.15 | — | — | — | — | — | — | — | |
| Classifier-BaselineShots=5-shot, Backbone=ResNet-122023.06 | 83.74 | — | — | — | — | — | — | — | |
| Meta-BaselineShots=5-shot, Backbone=ResNet-122023.06 | 83.74 | — | — | — | — | — | — | — | |
| TIM-GDTransductive=true, Backbone=WRN-28-102022.06 | 82.1 | 89.8 | — | — | — | — | — | — | |
| TIM-ADMTransductive=true, Backbone=WRN-28-102022.06 | 82 | 89.7 | — | — | — | — | — | — | |
| LaplacianShotTransductive=true, Backbone=WRN-28-102022.06 | 80.2 | 87.6 | — | — | — | — | — | — | |
| BD-CSPNTransductive=true, Backbone=WRN-28-102022.06 | 78.7 | 86.92 | — | — | — | — | — | — | |
| Simple + POODLETransductive=true, Backbone=WRN-28-102022.06 | 76.27 | 85.83 | — | — | — | — | — | — | |
| alpha-TIMNetwork=WRN, Protocol=Transductive2022.04 | 76 | 87.8 | 90.4 | 91.9 | — | — | — | — | |
| TIMNetwork=WRN, Protocol=Transductive2022.04 | 75.8 | 85.4 | 87.3 | 88.7 | — | — | — | — | |
| BD-CSPNNetwork=WRN, Protocol=Transductive2022.04 | 75.4 | 85.9 | 87.8 | 89.1 | — | — | — | — | |
| LR+ICINetwork=RN-18, Protocol=Transductive2022.04 | 74.6 | 85.1 | 88 | 90.2 | — | — | — | — | |
| alpha-TIMNetwork=RN-18, Protocol=Transductive2022.04 | 74.4 | 86.6 | 89.3 | 90.9 | — | — | — | — | |
| BD-CSPNNetwork=RN-18, Protocol=Transductive2022.04 | 74.1 | 84.8 | 86.7 | 87.9 | — | — | — | — | |
| TIMNetwork=RN-18, Protocol=Transductive2022.04 | 74.1 | 84.1 | 86 | 87.4 | — | — | — | — | |
| LaplacianShotNetwork=WRN, Protocol=Transductive2022.04 | 73.5 | 86.8 | 88.6 | 89.6 | — | — | — | — | |
| Ent-minTransductive=true, Backbone=WRN-28-102022.06 | 73.3 | 85.5 | — | — | — | — | — | — | |
| ProtoDiffShots=1-shot, Backbone=ResNet-122023.06 | 72.95 | — | — | — | — | — | — | — | |
| LaplacianShotNetwork=RN-18, Protocol=Transductive2022.04 | 72.3 | 85.7 | 87.9 | 89 | — | — | — | — | |
| SimpleshotNetwork=WRN, Protocol=Inductive2022.04 | 70.7 | 85.9 | 88.7 | 90.1 | — | — | — | — | |
| CC+rot+unlabeledTransductive=false, Backbone=WRN-28-102022.06 | 70.5 | 85 | — | — | — | — | — | — | |
| FEATTransductive=false, Backbone=WRN-28-102022.06 | 70.4 | 84.4 | — | — | — | — | — | — | |
| Simple + POODLETransductive=false, Backbone=WRN-28-102022.06 | 70.25 | 84.64 | — | — | — | — | — | — | |
| SimpleShotTransductive=false, Backbone=WRN-28-102022.06 | 69.8 | 85.3 | — | — | — | — | — | — | |
| SimpleshotNetwork=RN-18, Protocol=Inductive2022.04 | 69.6 | 84.7 | 87.5 | 89.1 | — | — | — | — | |
| Baseline++Network=WRN, Protocol=Inductive2022.04 | 68.7 | 85.4 | 88.4 | 90.1 | — | — | — | — | |
| Meta-BaselineShots=1-shot, Backbone=ResNet-122023.06 | 68.62 | — | — | — | — | — | — | — | |
| Classifier-BaselineShots=1-shot, Backbone=ResNet-122023.06 | 68.07 | — | — | — | — | — | — | — | |
| Baseline++Network=RN-18, Protocol=Inductive2022.04 | 68 | 84.2 | 87.4 | 89.2 | — | — | — | — | |
| AWGIMTransductive=true, Backbone=WRN-28-102022.06 | 67.7 | 82.8 | — | — | — | — | — | — | |
| SimpleTransductive=false, Backbone=WRN-28-102022.06 | 67.63 | 83.93 | — | — | — | — | — | — | |
| LEOTransductive=false, Backbone=WRN-28-102022.06 | 66.3 | 81.4 | — | — | — | — | — | — | |
| PT-MAPNetwork=WRN, Protocol=Transductive2022.04 | 65.1 | 71 | 72.5 | 74 | — | — | — | — | |
| BaselineNetwork=WRN, Protocol=Inductive2022.04 | 64.6 | 84.9 | 88.2 | 89.9 | — | — | — | — | |
| PT-MAPNetwork=RN-18, Protocol=Transductive2022.04 | 64.1 | 70 | 71.9 | 73.4 | — | — | — | — | |
| BaselineNetwork=RN-18, Protocol=Inductive2022.04 | 63.5 | 83.8 | 87.3 | 89 | — | — | — | — | |
| Entropy-minNetwork=WRN, Protocol=Transductive2022.04 | 62.9 | 77.3 | — | — | — | — | — | — | |
| Entropy-minNetwork=RN-18, Protocol=Transductive2022.04 | 61.2 | 75.5 | 78 | 79.8 | — | — | — | — | |
| alpha-TIMBackbone=ResNet-182022.09 | — | — | — | — | 74.4 | 86.6 | — | — | |
| alpha-TIMBackbone=WideResNet2022.09 | — | — | — | — | 76 | 87.8 | — | — | |
| BAVARDAGEBackbone=ResNet-182022.09 | — | — | — | — | 76.6 | 86.5 | 80.3 | 87.1 | |
| BAVARDAGEBackbone=WideResNet2022.09 | — | — | — | — | 77.5 | 87.5 | 81.5 | 88.3 | |
| BAVARDAGEBackbone=ResNet-122022.09 | — | — | — | — | 79.4 | 88 | 83.5 | 89 | |
| BD-CSPNBackbone=ResNet-182022.09 | — | — | — | — | 74.1 | 84.8 | 76.3 | 86.2 | |
| BD-CSPNBackbone=WideResNet2022.09 | — | — | — | — | 75.4 | 85.9 | 77.7 | 87.4 | |
| Entropy-minBackbone=ResNet-182022.09 | — | — | — | — | 61.2 | 75.5 | 67 | 83.1 | |
| Entropy-minBackbone=WideResNet2022.09 | — | — | — | — | 62.9 | 77.3 | 68.9 | 84.8 | |
| LaplacianShotBackbone=ResNet-182022.09 | — | — | — | — | 72.3 | 85.7 | 77.1 | 86.2 | |
| LaplacianShotBackbone=WideResNet2022.09 | — | — | — | — | 73.5 | 86.8 | 78.8 | 87.3 | |
| PT-MAPBackbone=ResNet-182022.09 | — | — | — | — | 64.1 | 70 | 82.9 | 88.8 | |
| PT-MAPBackbone=WideResNet2022.09 | — | — | — | — | 65.1 | 71 | 84.6 | 90 | |
| TIMBackbone=ResNet-182022.09 | — | — | — | — | 74.1 | 84.1 | 78.6 | 87.7 | |
| TIMBackbone=WideResNet2022.09 | — | — | — | — | 75.8 | 85.4 | 80.3 | 88.9 |