Cross-domain Few-shot Classification on CropDisease
99.24AccuracyP>M>F
Evaluation Results
| Method | Links | |
|---|---|---|
| P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.04 | 99.24 | |
| STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 98.45 | |
| P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.04 | 98.12 | |
| P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.04 | 97.77 | |
| FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 97.68 | |
| STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 97.51 | |
| P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.04 | 97.25 | |
| DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w50s2022.04 | 97.04 | |
| CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 96.77 | |
| DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w20s2022.04 | 96.63 | |
| FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 95.51 | |
| P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.04 | 95.06 | |
| CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 94.78 | |
| DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w5s2022.04 | 93.63 | |
| STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 93.02 | |
| P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.04 | 92.96 | |
| MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 91.76 | |
| ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 90.81 | |
| FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 89.25 | |
| ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 88.15 | |
| CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 86.87 | |
| RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.04 | 85.08 | |
| MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 82.89 | |
| RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.04 | 80.45 | |
| ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 79.72 | |
| RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 68.99 | |
| MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.04 | 68.41 |