Few-shot classification on miniImageNet 5-way (test)
76.7AccuracyTADAM-TC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TADAM-TCN-shot=5-shot2019.05 | 76.7 | — | — | |
| TapNetN-shot=5-shot, Backbone=ResNet-122019.05 | 76.36 | — | — | |
| TADAM-αN-shot=5-shot2019.05 | 75.7 | — | — | |
| adaResNetN-shot=5-shot2019.05 | 71.94 | — | — | |
| Transductive Propagation NetsN-shot=5-shot2019.05 | 69.86 | — | — | |
| SNAILN-shot=5-shot2019.05 | 68.88 | — | — | |
| Prototypical NetsN-shot=5-shot2019.05 | 68.2 | — | — | |
| MAMLN-shot=5-shot2019.05 | 63.15 | — | — | |
| TapNetN-shot=1-shot, Backbone=ResNet-122019.05 | 61.65 | — | — | |
| TADAM-TCN-shot=1-shot2019.05 | 58.5 | — | — | |
| adaResNetN-shot=1-shot2019.05 | 56.88 | — | — | |
| TADAM-αN-shot=1-shot2019.05 | 56.8 | — | — | |
| SNAILN-shot=1-shot2019.05 | 55.71 | — | — | |
| Transductive Propagation NetsN-shot=1-shot2019.05 | 55.51 | — | — | |
| Matching NetsN-shot=5-shot2019.05 | 55.31 | — | — | |
| Prototypical NetsN-shot=1-shot2019.05 | 49.42 | — | — | |
| MAMLN-shot=1-shot2019.05 | 48.7 | — | — | |
| Matching NetsN-shot=1-shot2019.05 | 43.56 | — | — | |
| MAMLShots=1-shot2023.03 | — | — | 48.7 | |
| MAMLShots=5-shot2023.03 | — | — | 63.1 | |
| Matching NetworksShots=1-shot2023.03 | — | — | 43.6 | |
| Matching NetworksShots=5-shot2023.03 | — | — | 55.3 | |
| PiMAE From ScratchShots=1-shot2023.03 | — | — | 50.1 | |
| PiMAE From ScratchShots=5-shot2023.03 | — | — | 66.7 | |
| PiMAE Pre-trainedShots=1-shot2023.03 | — | — | 55.3 | |
| PiMAE Pre-trainedShots=5-shot2023.03 | — | — | 70.2 | |
| Prototypical NetworkShots=1-shot2023.03 | — | — | 49.3 | |
| Prototypical NetworkShots=5-shot2023.03 | — | — | 68.2 | |
| Relation NetworkShots=1-shot2023.03 | — | — | 50.4 | |
| Relation NetworkShots=5-shot2023.03 | — | — | 65.3 |