Cross-domain few-shot classification on EuroSAT
0.9606AccuracyP>M>F
Evaluation results
| Method | Links | |
|---|---|---|
| P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.04 | 0.9606 | |
| P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.04 | 0.954 | |
| P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.04 | 0.9308 | |
| DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w50s2022.04 | 0.9307 | |
| DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w20s2022.04 | 0.9202 | |
| STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 0.9199 | |
| P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.04 | 0.9132 | |
| FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 0.9089 | |
| STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 0.8926 | |
| P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.04 | 0.8918 | |
| DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w5s2022.04 | 0.8839 | |
| FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 0.8764 | |
| CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 0.8655 | |
| P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.04 | 0.8598 | |
| MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 0.8362 | |
| CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 0.8331 | |
| STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 0.8229 | |
| ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 0.8227 | |
| ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 0.8048 | |
| MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 0.7919 | |
| FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 0.7908 | |
| RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 0.7491 | |
| RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 0.7443 | |
| CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 0.7415 | |
| ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 0.7329 | |
| MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 0.6444 | |
| RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 0.6131 |