Few-shot Image Classification on ISIC
35.081-shot AccTPN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TPNTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 35.08 | 45.66 | — | |
| TPN + ATATraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 34.7 | 45.83 | — | |
| GNN + ATATraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 33.21 | 44.91 | — | |
| RelationNet + LRPTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 31.16 | 39.97 | — | |
| RelationNet + ATATraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 31.13 | 40.38 | — | |
| GNN + LRPTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 30.94 | 44.14 | — | |
| RelationNetTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 30.53 | 38.6 | — | |
| RelationNet + FTTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 30.38 | 38.68 | — | |
| GNN + FTTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 30.22 | 40.87 | — | |
| GNNTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 30.14 | 42.54 | — | |
| TPN + FTTraining dataset=mini-ImageNet, Number of ways=5-way2021.04 | 29.62 | 36.96 | — | |
| CLIPNumber of ways=5, Number of shots=12023.10 | — | — | 28.66 | |
| CLIPNumber of ways=5, Number of shots=52023.10 | — | — | 39.02 | |
| FD-AlignNumber of ways=5, Number of shots=12023.10 | — | — | 28.84 | |
| FD-AlignNumber of ways=5, Number of shots=52023.10 | — | — | 38.91 | |
| WiSE-FTNumber of ways=5, Number of shots=12023.10 | — | — | 29.4 | |
| WiSE-FTNumber of ways=5, Number of shots=52023.10 | — | — | 39.54 |