Few-shot classification on Aircraft
84.77AccuracyProtoNet + TDM
Evaluation Results
| Method | Links | |
|---|---|---|
| ProtoNet + TDMBackbone=ResNet-12, Shots=5-shot2022.07 | 84.77 | |
| FRN† + TDMBackbone=ResNet-12, Shots=5-shot2022.07 | 84.54 | |
| DSN+ + TDMBackbone=ResNet-12, Shots=5-shot2022.07 | 83.65 | |
| CTX + TDMBackbone=ResNet-12, Shots=5-shot2022.07 | 83.25 | |
| ProtoNetBackbone=ResNet-12, Shots=5-shot2022.07 | 83.21 | |
| DSN+Backbone=ResNet-12, Shots=5-shot2022.07 | 83.05 | |
| FRN†Backbone=ResNet-12, Shots=5-shot2022.07 | 82.98 | |
| CTXBackbone=ResNet-12, Shots=5-shot2022.07 | 79.31 | |
| DSN+ + TDMBackbone=ResNet-12, Shots=1-shot2022.07 | 71.57 | |
| FRN† + TDMBackbone=Conv-4, Shots=5-shot2022.07 | 71.37 | |
| ProtoNet + TDMBackbone=Conv-4, Shots=5-shot2022.07 | 71.12 | |
| FRN† + TDMBackbone=ResNet-12, Shots=1-shot2022.07 | 70.89 | |
| FRN†Backbone=Conv-4, Shots=5-shot2022.07 | 70.84 | |
| CTX + TDMBackbone=Conv-4, Shots=5-shot2022.07 | 70.45 | |
| DSN+Backbone=ResNet-12, Shots=1-shot2022.07 | 70.23 | |
| FRN†Backbone=ResNet-12, Shots=1-shot2022.07 | 69.58 | |
| DSN+ + TDMBackbone=Conv-4, Shots=5-shot2022.07 | 69.56 | |
| CTX + TDMBackbone=ResNet-12, Shots=1-shot2022.07 | 69.42 | |
| ProtoNet + TDMBackbone=ResNet-12, Shots=1-shot2022.07 | 69.12 | |
| ProtoNetBackbone=Conv-4, Shots=5-shot2022.07 | 68.96 | |
| DSN+Backbone=Conv-4, Shots=5-shot2022.07 | 68.75 | |
| CTXBackbone=Conv-4, Shots=5-shot2022.07 | 68.12 | |
| ProtoNetBackbone=ResNet-12, Shots=1-shot2022.07 | 67.28 | |
| CTXBackbone=ResNet-12, Shots=1-shot2022.07 | 65.53 | |
| CTX + TDMBackbone=Conv-4, Shots=1-shot2022.07 | 55.15 | |
| FRN† + TDMBackbone=Conv-4, Shots=1-shot2022.07 | 54.21 | |
| DSN+ + TDMBackbone=Conv-4, Shots=1-shot2022.07 | 53.77 | |
| FRN†Backbone=Conv-4, Shots=1-shot2022.07 | 53.12 | |
| DSN+Backbone=Conv-4, Shots=1-shot2022.07 | 52.22 | |
| CTXBackbone=Conv-4, Shots=1-shot2022.07 | 51.58 | |
| ProtoNet + TDMBackbone=Conv-4, Shots=1-shot2022.07 | 50.55 | |
| ProtoNetBackbone=Conv-4, Shots=1-shot2022.07 | 47.37 | |
| CoOpShots=4, Prompt type=tp2023.03 | 33.18 | |
| ProGradShots=4, Prompt type=tp2023.03 | 32.93 | |
| KgCoOpShots=4, Prompt type=tp2023.03 | 32.47 | |
| CoCoOpShots=4, Prompt type=vp+tp2023.03 | 30.87 |