Few-shot Image Classification on Aircraft (test)
91.2Mean AccuracyTSP
Evaluation results
| Method | Links | |
|---|---|---|
| TSPBackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain, Base method=TA2-Net2024.12 | 91.2 | |
| TA2-NetBackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain2024.12 | 90.5 | |
| TSPBackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain, Base method=TSA2024.12 | 90.5 | |
| TSABackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain2024.12 | 89.9 | |
| URLBackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain2024.12 | 89.4 | |
| P>M>FWays=5, Shots=5, Setting=In-Domain [Meta-Training], Backbone=ViT-base2023.10 | 89.3 | |
| MOKDBackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain2024.12 | 88.4 | |
| tri-MBackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain2024.12 | 87.2 | |
| URTBackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain2024.12 | 85.8 | |
| SURBackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain2024.12 | 85.5 | |
| MetaQDAWays=5, Shots=5, Setting=Universal Meta-Learning2023.10 | 83 | |
| FLUTEBackbone=ResNet-18, Evaluation protocol=Meta-Dataset, Setting=Multi-domain2024.12 | 82.8 | |
| MetaOptWays=5, Shots=5, Setting=Universal Meta-Learning, Backbone Status=Frozen2023.10 | 82.6 | |
| ProtoNetWays=5, Shots=5, Setting=Universal Meta-Learning, Backbone Status=Frozen2023.10 | 82 | |
| P>M>FWays=5, Shots=1, Setting=In-Domain [Meta-Training], Backbone=ViT-base2023.10 | 79.8 | |
| CAMLWays=5, Shots=5, Setting=Universal Meta-Learning2023.10 | 79.1 | |
| MetaOptWays=5, Shots=1, Setting=Universal Meta-Learning, Backbone Status=Frozen2023.10 | 64.8 | |
| MetaQDAWays=5, Shots=1, Setting=Universal Meta-Learning2023.10 | 63.6 | |
| CAMLWays=5, Shots=1, Setting=Universal Meta-Learning2023.10 | 63.3 | |
| ProtoNetWays=5, Shots=1, Setting=Universal Meta-Learning, Backbone Status=Frozen2023.10 | 62.4 | |
| GPICLWays=5, Shots=5, Setting=Universal Meta-Learning2023.10 | 61.8 | |
| ProtoNetWays=5, Shots=5, Setting=Universal Meta-Learning, Backbone Status=Unfrozen2023.10 | 52.5 | |
| SNAILWays=5, Shots=1, Setting=Universal Meta-Learning2023.10 | 48.9 | |
| MetaOptWays=5, Shots=1, Setting=Universal Meta-Learning, Backbone Status=Unfrozen2023.10 | 41.6 | |
| ProtoNetWays=5, Shots=1, Setting=Universal Meta-Learning, Backbone Status=Unfrozen2023.10 | 37.9 | |
| SNAILWays=5, Shots=5, Setting=Universal Meta-Learning2023.10 | 35.8 | |
| MetaOptWays=5, Shots=5, Setting=Universal Meta-Learning, Backbone Status=Unfrozen2023.10 | 26.7 | |
| GPICLWays=5, Shots=1, Setting=Universal Meta-Learning2023.10 | 19.8 |