Few-shot Image Classification on tieredImageNet
0.9496AccuracyOurs-Raw
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ours-RawBackbone=DINOv2-L, Way=5, Shot=52026.05 | 0.9496 | — | — | — | — | |
| Ours-ICABackbone=DINOv2-L, Components=512, Way=5, Shot=52026.05 | 0.9468 | — | — | — | — | |
| Ours-PCABackbone=DINOv2-L, Components=512, Way=5, Shot=52026.05 | 0.945 | — | — | — | — | |
| Ours-ICABackbone=DINOv2-L, Components=256, Way=5, Shot=52026.05 | 0.9439 | — | — | — | — | |
| Ours-PCABackbone=DINOv2-L, Components=256, Way=5, Shot=52026.05 | 0.9309 | — | — | — | — | |
| Ours-ICABackbone=DINOv2-L, Components=128, Way=5, Shot=52026.05 | 0.9293 | — | — | — | — | |
| SYNTRANSBackbone=ViT-S, Way=5, Shot=52026.05 | 0.9173 | — | — | — | — | |
| Ours-PCABackbone=DINOv2-L, Components=128, Way=5, Shot=52026.05 | 0.9155 | — | — | — | — | |
| SMKDBackbone=ViT-S, Way=5, Shot=52026.05 | 0.9102 | — | — | — | — | |
| FewTUREBackbone=Swin-T, Way=5, Shot=52026.05 | 0.8996 | — | — | — | — | |
| SemFewBackbone=Swin-T, Way=5, Shot=52026.05 | 0.8989 | — | — | — | — | |
| ANROT-HELANetN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.895 | — | — | — | — | |
| ABHFA-NetN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.889 | — | — | — | — | |
| SP-CLIPBackbone=Visformer-T, Way=5, Shot=52026.05 | 0.8855 | — | — | — | — | |
| SYNTRANSBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8778 | — | — | — | — | |
| HELA-VFAN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.876 | — | — | — | — | |
| FGFLBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8721 | — | — | — | — | |
| FeLMiN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.871 | — | — | — | — | |
| Wasserstein VIN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.871 | — | — | — | — | |
| MELRN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.87 | — | — | — | — | |
| Label HallucN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.868 | — | — | — | — | |
| SUNBackbone=ViT-S, Way=5, Shot=52026.05 | 0.8674 | — | — | — | — | |
| RFSBackbone=SEResNet-12, Way=5, Shot=52026.05 | 0.8672 | — | — | — | — | |
| IEPTN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.867 | — | — | — | — | |
| SKD-GEN0Backbone=ResNet-12, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.8666 | — | — | — | — | |
| CVETBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8662 | — | — | — | — | |
| IER-distillN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.866 | — | — | — | — | |
| SKD-GEN1Backbone=ResNet-12, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.865 | — | — | — | — | |
| PC-FSLBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8609 | — | — | — | — | |
| RFS-distillBackbone=ResNet-12, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.8603 | — | — | — | — | |
| Deep-EMDN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.86 | — | — | — | — | |
| RFS-distillN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.86 | — | — | — | — | |
| SKD-Gen1N-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.86 | — | — | — | — | |
| AssoAlignN-way=5, K-shot=5, Backbone=ResNet182025.10 | 0.86 | — | — | — | — | |
| KSTNETBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8585 | — | — | — | — | |
| Fine-tuningBackbone=WRN-28-10, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.8555 | — | — | — | — | |
| SimpleShotShot=5-Shot, Way=5-Way, Backbone=Wide ResNet (WRN)-28-102018.12 | 0.8531 | — | — | — | — | |
| BoostingBackbone=WRN-28-10, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.8498 | — | — | — | — | |
| LPE-CLIPBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8488 | — | — | — | — | |
| FEATN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.848 | — | — | — | — | |
| FEATBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8479 | — | — | — | — | |
| RFS-simpleBackbone=ResNet-12, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.8441 | — | — | — | — | |
| RFS-SimpleN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.844 | — | — | — | — | |
| FEATShot=5-Shot, Way=5-Way, Backbone=Wide ResNet (WRN)-28-102018.12 | 0.8438 | — | — | — | — | |
| SYNTRANSBackbone=ViT-S, Way=5, Shot=12026.05 | 0.8431 | — | — | — | — | |
| SEGABackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8428 | — | — | — | — | |
| ProtoNetBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8401 | — | — | — | — | |
| Ours-PCABackbone=DINOv2-L, Components=512, Way=5, Shot=12026.05 | 0.8401 | — | — | — | — | |
| Ours-RawBackbone=DINOv2-L, Way=5, Shot=12026.05 | 0.8361 | — | — | — | — | |
| ProtoNetN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.834 | — | — | — | — | |
| Meta-BaselineBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.8329 | — | — | — | — | |
| DSN-MRN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.829 | — | — | — | — | |
| Shot-FreeN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.826 | — | — | — | — | |
| Shot-FreeBackbone=ResNet-12, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.8259 | — | — | — | — | |
| AM3Backbone=ResNet-12, Way=5, Shot=52026.05 | 0.8258 | — | — | — | — | |
| SemFewBackbone=Swin-T, Way=5, Shot=12026.05 | 0.8237 | — | — | — | — | |
| Ours-PCABackbone=DINOv2-L, Components=256, Way=5, Shot=12026.05 | 0.8223 | — | — | — | — | |
| ProtoNet + SiMTBackbone=ResNet-12, Shot=5-shot2022.10 | 0.8182 | — | — | — | — | |
| MetaOptNetN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.816 | — | — | — | — | |
| MetaOptNetBackbone=ResNet-12, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.8156 | — | — | — | — | |
| MetaOptNetBackbone=ResNet-18, Way=5, Shot=52026.05 | 0.8156 | — | — | — | — | |
| LEO-trainvalBackbone=WRN-28-10, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.8144 | — | — | — | — | |
| LEOShot=5-Shot, Way=5-Way, Backbone=Wide ResNet (WRN)-28-102018.12 | 0.8144 | — | — | — | — | |
| MTLN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.806 | — | — | — | — | |
| MatchNetBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.806 | — | — | — | — | |
| TapNetN-way=5, K-shot=5, Backbone=ResNet122025.10 | 0.803 | — | — | — | — | |
| ProtoNetBackbone=ResNet-12, Shot=5-shot2022.10 | 0.7994 | — | — | — | — | |
| Ours-PCABackbone=DINOv2-L, Components=128, Way=5, Shot=12026.05 | 0.7989 | — | — | — | — | |
| SYNTRANSBackbone=ResNet-12, Way=5, Shot=12026.05 | 0.7969 | — | — | — | — | |
| Ours-ICABackbone=DINOv2-L, Components=128, Way=5, Shot=12026.05 | 0.7935 | — | — | — | — | |
| Ours-ICABackbone=DINOv2-L, Components=256, Way=5, Shot=12026.05 | 0.7924 | — | — | — | — | |
| MAMLN-way=5, K-shot=50, Supervision=supervised2022.09 | 0.7916 | — | — | — | — | |
| KTNBackbone=ResNet-12, Way=5, Shot=52026.05 | 0.7906 | — | — | — | — | |
| SMKDBackbone=ViT-S, Way=5, Shot=12026.05 | 0.7883 | — | — | — | — | |
| EPN-way=5, K-shot=50, Supervision=supervised2022.09 | 0.7878 | — | — | — | — | |
| MetaSGD + SiMTBackbone=ResNet-12, Shot=5-shot2022.10 | 0.7804 | — | — | — | — | |
| SP-CLIPBackbone=Visformer-T, Way=5, Shot=12026.05 | 0.7803 | — | — | — | — | |
| ABHFA-NetN-way=5, K-shot=1, Backbone=ResNet122025.10 | 0.779 | — | — | — | — | |
| EPN-way=5, K-shot=20, Supervision=supervised2022.09 | 0.774 | — | — | — | — | |
| MetaSGDBackbone=ResNet-12, Shot=5-shot2022.10 | 0.7637 | — | — | — | — | |
| FewTUREBackbone=Swin-T, Way=5, Shot=12026.05 | 0.7632 | — | — | — | — | |
| PL-CFE-MAMLN-way=5, K-shot=502022.09 | 0.7575 | — | — | — | — | |
| MAMLN-way=5, K-shot=20, Supervision=supervised2022.09 | 0.7561 | — | — | — | — | |
| ANIL + SiMTBackbone=ResNet-12, Shot=5-shot2022.10 | 0.7559 | — | — | — | — | |
| KSTNETBackbone=ResNet-12, Way=5, Shot=12026.05 | 0.7552 | — | — | — | — | |
| ANROT-HELANetN-way=5, K-shot=1, Backbone=ResNet122025.10 | 0.753 | — | — | — | — | |
| Ours-ICABackbone=DINOv2-L, Components=512, Way=5, Shot=12026.05 | 0.7505 | — | — | — | — | |
| Wasserstein VIN-way=5, K-shot=1, Backbone=ResNet122025.10 | 0.746 | — | — | — | — | |
| MAML + SiMTBackbone=ResNet-12, Shot=5-shot2022.10 | 0.744 | — | — | — | — | |
| PC-FSLBackbone=ResNet-12, Way=5, Shot=12026.05 | 0.7419 | — | — | — | — | |
| LPE-CLIPBackbone=ResNet-12, Way=5, Shot=12026.05 | 0.7388 | — | — | — | — | |
| MAMLBackbone=ResNet-12, Shot=5-shot2022.10 | 0.7378 | — | — | — | — | |
| ANILBackbone=ResNet-12, Shot=5-shot2022.10 | 0.735 | — | — | — | — | |
| FGFLBackbone=ResNet-12, Way=5, Shot=12026.05 | 0.7321 | — | — | — | — | |
| PL-CFE-EPN-way=5, K-shot=502022.09 | 0.7306 | — | — | — | — | |
| SUNBackbone=ViT-S, Way=5, Shot=12026.05 | 0.7299 | — | — | — | — | |
| IER-distillN-way=5, K-shot=1, Backbone=ResNet122025.10 | 0.727 | — | — | — | — | |
| Prototypical NetworksBackbone=64-64-64-64, Shot=5-shot, Way=5-way, Training Split=train+val2020.06 | 0.7269 | — | — | — | — | |
| ProtoNet + SiMTBackbone=Conv4, Shot=5-shot2022.10 | 0.7269 | — | — | — | — | |
| CVETBackbone=ResNet-12, Way=5, Shot=12026.05 | 0.7262 | — | — | — | — |