Cross-domain Few-shot Classification on ISIC
73.5AccuracyP>M>F
Evaluation Results
| Method | Links | |
|---|---|---|
| P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.04 | 73.5 | |
| FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 66.48 | |
| P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.04 | 65.78 | |
| STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 64.16 | |
| CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 60.86 | |
| FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 59.31 | |
| STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 58.63 | |
| P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.04 | 57.86 | |
| MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 54.8 | |
| CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 54.3 | |
| P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.04 | 54.06 | |
| DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w50s2022.04 | 53.65 | |
| ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 51.99 | |
| P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.04 | 50.12 | |
| DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w20s2022.04 | 49.91 | |
| ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 49.5 | |
| MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 49.42 | |
| RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 49.32 | |
| FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 48.11 | |
| STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 47.22 | |
| P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.04 | 43.78 | |
| RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 41.77 | |
| CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 41.26 | |
| DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w5s2022.04 | 40.73 | |
| ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 39.57 | |
| RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 39.41 | |
| MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 36.28 |