5-way Few-Shot Classification on PlantVillage Under Visual Domain Shift
71.21-shot AccuracyProtoNet (Full)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProtoNet (Full)Params (%)=100%, Backbone=ResNet-182026.01 | 71.2 | 84.6 | 89.3 | 0.42 | |
| MAML (Full)Params (%)=100%, Backbone=ResNet-182026.01 | 69.8 | 82.1 | 87.6 | 0.38 | |
| PMP-DACISParams (%)=30%, Backbone=ResNet-182026.01 | 68.9 | 83.2 | 88.1 | 1.98 | |
| PMP-DACISParams (%)=22%, Backbone=ResNet-182026.01 | 66.4 | 81 | 86.3 | 2.31 | |
| Meta-PruneParams (%)=30%, Backbone=ResNet-182026.01 | 65.1 | 79.4 | 84.8 | 1.52 | |
| Chan. PruneParams (%)=30%, Backbone=ResNet-182026.01 | 63.7 | 77.2 | 83 | 1.45 | |
| γ-ThreshParams (%)=30%, Backbone=ResNet-182026.01 | 61.2 | 75.8 | 81.4 | 1.34 | |
| Mag. PruningParams (%)=30%, Backbone=ResNet-182026.01 | 58.4 | 72.3 | 79.1 | 1.21 |