Few-shot classification on CUB bounding-box cropped 200-2011 (test)
92.8AccuracyFRN† + TDM
Evaluation Results
| Method | Links | |
|---|---|---|
| FRN† + TDMBackbone=ResNet-12, Shot=5-shot2022.07 | 92.8 | |
| CTX† + TDMBackbone=ResNet-12, Shot=5-shot2022.07 | 92.74 | |
| FRN†Backbone=ResNet-12, Shot=5-shot2022.07 | 92.42 | |
| CTX†Backbone=ResNet-12, Shot=5-shot2022.07 | 91.55 | |
| ProtoNet + TDMBackbone=ResNet-12, Shot=5-shot2022.07 | 91.28 | |
| RENetBackbone=ResNet-12, Shot=5-shot2022.07 | 91.11 | |
| ProtoNetBackbone=ResNet-12, Shot=5-shot, Context=Baseline implementation2022.07 | 90.74 | |
| DSN† + TDMBackbone=ResNet-12, Shot=5-shot2022.07 | 90.65 | |
| DSN†Backbone=ResNet-12, Shot=5-shot2022.07 | 90.23 | |
| FRN† + TDMBackbone=Conv-4, Shot=5-shot2022.07 | 88.89 | |
| DeepEMDBackbone=ResNet-12, Shot=5-shot2022.07 | 88.69 | |
| CTX† + TDMBackbone=Conv-4, Shot=5-shot2022.07 | 88.36 | |
| FRN†Backbone=Conv-4, Shot=5-shot2022.07 | 88.33 | |
| CTX†Backbone=Conv-4, Shot=5-shot2022.07 | 87.23 | |
| ProtoNet + TDMBackbone=Conv-4, Shot=5-shot2022.07 | 86.96 | |
| DSN† + TDMBackbone=Conv-4, Shot=5-shot2022.07 | 86.07 | |
| FEAT*Backbone=ResNet-12, Shot=5-shot2022.07 | 85.77 | |
| MatchNetBackbone=ResNet-12, Shot=5-shot2022.07 | 85.08 | |
| DSN†Backbone=Conv-4, Shot=5-shot2022.07 | 85.03 | |
| ProtoNetBackbone=Conv-4, Shot=5-shot, Context=Baseline implementation2022.07 | 84.13 | |
| FRN† + TDMBackbone=ResNet-12, Shot=1-shot2022.07 | 83.36 | |
| CTX† + TDMBackbone=ResNet-12, Shot=1-shot2022.07 | 83.28 | |
| FRN†Backbone=ResNet-12, Shot=1-shot2022.07 | 83.16 | |
| FEAT*Backbone=Conv-4, Shot=5-shot2022.07 | 82.9 | |
| ProtoNetBackbone=ResNet-12, Shot=5-shot, Context=reproduced in prior work2022.07 | 82.5 | |
| ProtoNetBackbone=Conv-4, Shot=5-shot, Context=reproduced in prior work2022.07 | 81.5 | |
| DSN† + TDMBackbone=ResNet-12, Shot=1-shot2022.07 | 81.33 | |
| CTX†Backbone=ResNet-12, Shot=1-shot2022.07 | 80.67 | |
| DSN†Backbone=ResNet-12, Shot=1-shot2022.07 | 80.51 | |
| ProtoNet + TDMBackbone=ResNet-12, Shot=1-shot2022.07 | 79.58 | |
| RENetBackbone=ResNet-12, Shot=1-shot2022.07 | 79.49 | |
| MatchNetBackbone=Conv-4, Shot=5-shot2022.07 | 79 | |
| ProtoNetBackbone=ResNet-12, Shot=1-shot, Context=Baseline implementation2022.07 | 78.99 | |
| DeepEMDBackbone=ResNet-12, Shot=1-shot2022.07 | 75.65 | |
| CTX† + TDMBackbone=Conv-4, Shot=1-shot2022.07 | 74.68 | |
| FRN† + TDMBackbone=Conv-4, Shot=1-shot2022.07 | 74.39 | |
| DSN† + TDMBackbone=Conv-4, Shot=1-shot2022.07 | 73.38 | |
| FEAT*Backbone=ResNet-12, Shot=1-shot2022.07 | 73.27 | |
| FRN†Backbone=Conv-4, Shot=1-shot2022.07 | 73.24 | |
| CTX†Backbone=Conv-4, Shot=1-shot2022.07 | 72.14 | |
| DSN†Backbone=Conv-4, Shot=1-shot2022.07 | 72.09 | |
| MatchNetBackbone=ResNet-12, Shot=1-shot2022.07 | 71.87 | |
| ProtoNet + TDMBackbone=Conv-4, Shot=1-shot2022.07 | 69.94 | |
| FEAT*Backbone=Conv-4, Shot=1-shot2022.07 | 68.87 | |
| MatchNetBackbone=Conv-4, Shot=1-shot2022.07 | 67.73 | |
| ProtoNetBackbone=ResNet-12, Shot=1-shot, Context=reproduced in prior work2022.07 | 66.09 | |
| ProtoNetBackbone=Conv-4, Shot=1-shot, Context=reproduced in prior work2022.07 | 63.73 | |
| ProtoNetBackbone=Conv-4, Shot=1-shot, Context=Baseline implementation2022.07 | 62.9 |