5-way Classification on ISIC
49.68Accuracy (5-way, 5-shot)Cross
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CrossLearning set-up=Transductive2019.11 | 49.68 | 61.09 | 67.2 | — | |
| Pre+LinearUnSup=false, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | 48.11 | 59.31 | 66.48 | — | |
| Pre+Mean-CentroidUnSup=false, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | 47.16 | 56.4 | 61.57 | — | |
| ProtoTransferUnSup=true, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | 45.19 | 59.07 | 66.15 | — | |
| Ours_transLearning set-up=Transductive, Embedding network=Mini80_SSL2019.11 | 44.15 | 55.63 | 62.76 | — | |
| ProtoNetUnSup=false, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | 39.57 | 49.5 | 51.99 | — | |
| UMTRA-ProtoNetUnSup=true, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | 39.21 | 44.62 | 46.48 | — | |
| UMTRA-ProtoTuneUnSup=true, Backbone=ResNet-10, Training Dataset=mini-ImageNet2020.06 | 38.47 | 51.6 | 60.12 | — | |
| GNN w/ AFA (Ours)Shot=1-shot2022.08 | — | — | — | 33.21 | |
| GNN w/ AFA (Ours)Shot=5-shot2022.08 | — | — | — | 46.01 | |
| MN w/ AFA (Ours)Shot=1-shot2022.08 | — | — | — | 32.32 | |
| MN w/ AFA (Ours)Shot=5-shot2022.08 | — | — | — | 39.88 | |
| TPN w/ AFA (Ours)Shot=1-shot2022.08 | — | — | — | 34.25 | |
| TPN w/ AFA (Ours)Shot=5-shot2022.08 | — | — | — | 46.29 |