Few-shot classification on meta-iNat fine-grained
91.84AccuracyMCL-Katz
Evaluation Results
| Method | Links | |
|---|---|---|
| MCL-KatzBackbone=ResNet-12, Shot=5-shot2021.06 | 91.84 | |
| FRNBackbone=ResNet-12, Shot=5-shot2021.06 | 91.83 | |
| MCLBackbone=ResNet-12, Shot=5-shot2021.06 | 91.59 | |
| DN4Backbone=ResNet-12, Shot=5-shot2021.06 | 91.37 | |
| ProtoNet + MCLBackbone=ResNet-12, Shot=5-shot2021.06 | 90.53 | |
| ProtoNetBackbone=ResNet-12, Shot=5-shot2021.06 | 90.2 | |
| DSNBackbone=ResNet-12, Shot=5-shot2021.06 | 89.77 | |
| CTXBackbone=ResNet-12, Shot=5-shot2021.06 | 88.39 | |
| DeepEMDBackbone=ResNet-12, Shot=5-shot2021.06 | 86.82 | |
| MCLBackbone=Conv-4, Shot=5-shot2021.06 | 81.31 | |
| MCL-KatzBackbone=Conv-4, Shot=5-shot2021.06 | 81.09 | |
| FRNBackbone=Conv-4, Shot=5-shot2021.06 | 80.45 | |
| MCLBackbone=ResNet-12, Shot=1-shot2021.06 | 80.17 | |
| DN4Backbone=Conv-4, Shot=5-shot2021.06 | 79.76 | |
| DN4Backbone=ResNet-12, Shot=1-shot2021.06 | 79.58 | |
| MCL-KatzBackbone=ResNet-12, Shot=1-shot2021.06 | 79.34 | |
| DSNBackbone=ResNet-12, Shot=1-shot2021.06 | 78.8 | |
| CTXBackbone=Conv-4, Shot=5-shot2021.06 | 78.8 | |
| ProtoNet + MCLBackbone=ResNet-12, Shot=1-shot2021.06 | 78.75 | |
| DSNBackbone=Conv-4, Shot=5-shot2021.06 | 77.38 | |
| ProtoNetBackbone=ResNet-12, Shot=1-shot2021.06 | 76.47 | |
| DeepEMDBackbone=ResNet-12, Shot=1-shot2021.06 | 76.05 | |
| ProtoNet + MCLBackbone=Conv-4, Shot=5-shot2021.06 | 74.33 | |
| ProtoNetBackbone=Conv-4, Shot=5-shot2021.06 | 73.8 | |
| FRNBackbone=ResNet-12, Shot=1-shot2021.06 | 73.52 | |
| CTXBackbone=ResNet-12, Shot=1-shot2021.06 | 69.04 | |
| DeepEMDBackbone=Conv-4, Shot=5-shot2021.06 | 68.36 | |
| MCLBackbone=Conv-4, Shot=1-shot2021.06 | 64.66 | |
| MCL-KatzBackbone=Conv-4, Shot=1-shot2021.06 | 63.92 | |
| FRNBackbone=Conv-4, Shot=1-shot2021.06 | 62.42 | |
| DN4Backbone=Conv-4, Shot=1-shot2021.06 | 62.32 | |
| CTXBackbone=Conv-4, Shot=1-shot2021.06 | 60.03 | |
| DSNBackbone=Conv-4, Shot=1-shot2021.06 | 58.08 | |
| ProtoNet + MCLBackbone=Conv-4, Shot=1-shot2021.06 | 57.52 | |
| DeepEMDBackbone=Conv-4, Shot=1-shot2021.06 | 54.48 | |
| ProtoNetBackbone=Conv-4, Shot=1-shot2021.06 | 53.78 |