Few-shot Image Classification on EuroSAT
65.94Accuracy (1-shot)TPN + ATA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TPN + ATATraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 65.94 | 79.47 | — | |
| TPNTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 63.9 | 77.22 | — | |
| GNN + ATATraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 61.35 | 83.75 | — | |
| RelationNet + ATATraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 55.69 | 71.02 | — | |
| GNN + FTTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 55.53 | 78.02 | — | |
| GNN + LRPTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 54.99 | 77.14 | — | |
| GNNTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 54.61 | 78.69 | — | |
| RelationNet + FTTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 53.53 | 69.13 | — | |
| TPN + FTTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 52.68 | 65.69 | — | |
| RelationNet + LRPTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 50.99 | 67.54 | — | |
| RelationNetTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 49.08 | 65.56 | — | |
| CLIPNumber of ways=5, Number of shots=12023.10 | — | — | 60.2 | |
| CLIPNumber of ways=5, Number of shots=52023.10 | — | — | 77.43 | |
| FD-AlignNumber of ways=5, Number of shots=12023.10 | — | — | 60.39 | |
| FD-AlignNumber of ways=5, Number of shots=52023.10 | — | — | 77.25 | |
| WiSE-FTNumber of ways=5, Number of shots=12023.10 | — | — | 63.99 | |
| WiSE-FTNumber of ways=5, Number of shots=52023.10 | — | — | 80.96 |