Few-Shot Classification on Cars (test)
97.6AccuracyCausalFSFG
Evaluation Results
| Method | Links | |
|---|---|---|
| CausalFSFGPublished In=-, Backbone=ResNet-12, Shot=5-shot2025.12 | 97.6 | |
| Bi-FRNPublished In=AAAI 2023, Backbone=ResNet-12, Shot=5-shot2025.12 | 97.49 | |
| FRN+TDMPublished In=CVPR 2022, Backbone=ResNet-12, Shot=5-shot2025.12 | 96.88 | |
| FRNPublished In=CVPR 2021, Backbone=ResNet-12, Shot=5-shot2025.12 | 95.75 | |
| C2-NetPublished In=AAAI 2024, Backbone=ResNet-12, Shot=5-shot2025.12 | 95.16 | |
| ProtoNetPublished In=NeurIPS 2017, Backbone=ResNet-12, Shot=5-shot2025.12 | 95.08 | |
| RAsDPublished In=TMM 2024, Backbone=ResNet-12, Shot=5-shot2025.12 | 95.01 | |
| CTXPublished In=NeurIPS 2020, Backbone=ResNet-12, Shot=5-shot2025.12 | 92.63 | |
| DeepEMDPublished In=CVPR 2020, Backbone=ResNet-12, Shot=5-shot2025.12 | 92.63 | |
| CausalFSFGPublished In=-, Backbone=ResNet-12, Shot=1-shot2025.12 | 90.71 | |
| Bi-FRNPublished In=AAAI 2023, Backbone=ResNet-12, Shot=1-shot2025.12 | 90.44 | |
| C2-NetPublished In=AAAI 2024, Backbone=ResNet-12, Shot=1-shot2025.12 | 88.96 | |
| FRN+TDMPublished In=CVPR 2022, Backbone=ResNet-12, Shot=1-shot2025.12 | 88.92 | |
| FRNPublished In=CVPR 2021, Backbone=ResNet-12, Shot=1-shot2025.12 | 88.01 | |
| RAsDPublished In=TMM 2024, Backbone=ResNet-12, Shot=1-shot2025.12 | 87.27 | |
| ProtoNetPublished In=NeurIPS 2017, Backbone=ResNet-12, Shot=1-shot2025.12 | 85.46 | |
| CTXPublished In=NeurIPS 2020, Backbone=ResNet-12, Shot=1-shot2025.12 | 85.03 | |
| DeepEMDPublished In=CVPR 2020, Backbone=ResNet-12, Shot=1-shot2025.12 | 80.62 | |
| ATAShots=5, Way=52022.03 | 49.14 | |
| FWT+wave-SANShots=5, Way=52022.03 | 47.78 | |
| RelationNetShots=5, Way=52022.03 | 37.33 | |
| ATAShots=1, Way=52022.03 | 33.61 | |
| GNN+wave-SANShots=1, Way=52022.03 | 33.55 | |
| MixStyleShots=1, Way=5, Reproduced=true2022.03 | 33.39 | |
| GNNShots=1, Way=52022.03 | 31.79 | |
| MatchingNetShots=1, Way=52022.03 | 30.77 | |
| Gaussian NoiseShots=1, Way=5, Reproduced=true2022.03 | 30.58 | |
| RelationNetShots=1, Way=52022.03 | 29.11 |