Few-shot Classification on ISIC
76.4Accuracy (Few-shot)MetaModulation
Evaluation results
| Method | Links | |
|---|---|---|
| MetaModulationShot=5-shot, Way=5-way2023.06 | 76.4 | |
| ProtoDiffShot=5-shot, Way=5-way2023.06 | 76.23 | |
| MLTIShot=5-shot, Way=5-way2023.06 | 71.52 | |
| MetaMixShot=5-shot, Way=5-way2023.06 | 68.97 | |
| Meta-DropoutShot=5-shot, Way=5-way2023.06 | 67.32 | |
| ProtoNetShot=5-shot, Way=5-way2023.06 | 66.25 | |
| ProtoDiffShot=1-shot, Way=5-way2023.06 | 66.13 | |
| MetaModulationShot=1-shot, Way=5-way2023.06 | 65.61 | |
| MLTIShot=1-shot, Way=5-way2023.06 | 62.82 | |
| MetaMixShot=1-shot, Way=5-way2023.06 | 59.66 | |
| ProtoNetShot=1-shot, Way=5-way2023.06 | 58.56 | |
| Meta-DropoutShot=1-shot, Way=5-way2023.06 | 58.4 | |
| SupervisedBackbone=ResNet-50, Evaluation protocol=5-way 5-shot2023.03 | 43.34 | |
| PsCoBackbone=ResNet-50, Base Method=BYOL, Evaluation protocol=5-way 5-shot2023.03 | 42.9 | |
| PsCoBackbone=ResNet-50, Base Method=MoCo v2, Evaluation protocol=5-way 5-shot2023.03 | 41.64 | |
| PsCoBackbone=ResNet-18, Base Method=MoCo v2, Evaluation protocol=5-way 5-shot2023.03 | 40.61 | |
| MoCo v2Backbone=ResNet-50, Evaluation protocol=5-way 5-shot2023.03 | 38.26 | |
| MoCo v2Backbone=ResNet-18, Evaluation protocol=5-way 5-shot2023.03 | 38.21 | |
| BYOLBackbone=ResNet-50, Evaluation protocol=5-way 5-shot2023.03 | 37.27 |