Few-shot classification on ImageNet mini
97.13AccuracyuDTW
Evaluation results
| Method | Links | |
|---|---|---|
| uDTWN-way=5, K-shot=502026.05 | 97.13 | |
| sDTWN-way=5, K-shot=502026.05 | 96.96 | |
| uDTWN-way=5, K-shot=202026.05 | 96.55 | |
| Ours-RawBackbone=DINOv2-L, Way=5, Shot=52026.05 | 96.51 | |
| sDTWN-way=5, K-shot=202026.05 | 96.36 | |
| Ours-PCABackbone=DINOv2-L, Components=512, Way=5, Shot=52026.05 | 96.18 | |
| Ours-ICABackbone=DINOv2-L, Components=256, Way=5, Shot=52026.05 | 95.4 | |
| Ours-PCABackbone=DINOv2-L, Components=256, Way=5, Shot=52026.05 | 95.34 | |
| Ours-ICABackbone=DINOv2-L, Components=512, Way=5, Shot=52026.05 | 94.86 | |
| EuclideanN-way=5, K-shot=502026.05 | 94.47 | |
| Ours-ICABackbone=DINOv2-L, Components=128, Way=5, Shot=52026.05 | 94.39 | |
| Ours-PCABackbone=DINOv2-L, Components=128, Way=5, Shot=52026.05 | 93.94 | |
| EuclideanN-way=5, K-shot=202026.05 | 93.93 | |
| uDTWN-way=5, K-shot=52026.05 | 93.16 | |
| sDTWN-way=5, K-shot=52026.05 | 92.96 | |
| EuclideanN-way=5, K-shot=52026.05 | 91.21 | |
| SYNTRANSBackbone=ViT-S, Way=5, Shot=52026.05 | 89.96 | |
| SMKDBackbone=ViT-S, Way=5, Shot=52026.05 | 88.82 | |
| SemFewBackbone=Swin-T, Way=5, Shot=52026.05 | 86.49 | |
| FewTUREBackbone=Swin-T, Way=5, Shot=52026.05 | 86.38 | |
| SYNTRANSBackbone=ResNet-12, Way=5, Shot=52026.05 | 86.12 | |
| FGFLBackbone=ResNet-12, Way=5, Shot=52026.05 | 86.01 | |
| 4S-FSLBackbone=ResNet-12, Way=5, Shot=52026.05 | 84.73 | |
| CVETBackbone=ResNet-12, Way=5, Shot=52026.05 | 84.66 | |
| Ours-PCABackbone=DINOv2-L, Components=256, Way=5, Shot=12026.05 | 84.16 | |
| Ours-PCABackbone=DINOv2-L, Components=512, Way=5, Shot=12026.05 | 84.11 | |
| SP-CLIPBackbone=Visformer-T, Way=5, Shot=52026.05 | 83.42 | |
| Ours-RawBackbone=DINOv2-L, Way=5, Shot=12026.05 | 83.36 | |
| RFSBackbone=SEResNet-12, Way=5, Shot=52026.05 | 83.35 | |
| SUNBackbone=ViT-S, Way=5, Shot=52026.05 | 83.25 | |
| Ours-PCABackbone=DINOv2-L, Components=128, Way=5, Shot=12026.05 | 82.72 | |
| KSTNETBackbone=ResNet-12, Way=5, Shot=52026.05 | 82.61 | |
| FEATBackbone=ResNet-12, Way=5, Shot=52026.05 | 82.05 | |
| PC-FSLBackbone=ResNet-12, Way=5, Shot=52026.05 | 81.65 | |
| SYNTRANSBackbone=ViT-S, Way=5, Shot=12026.05 | 81.3 | |
| uDTWN-way=5, K-shot=12026.05 | 80.18 | |
| LPE-CLIPBackbone=ResNet-12, Way=5, Shot=52026.05 | 79.67 | |
| ProtoNetBackbone=ResNet-12, Way=5, Shot=52026.05 | 79.46 | |
| sDTWN-way=5, K-shot=12026.05 | 79.29 | |
| Meta-BaselineBackbone=ResNet-12, Way=5, Shot=52026.05 | 79.26 | |
| SEGABackbone=ResNet-12, Way=5, Shot=52026.05 | 79.03 | |
| SemFewBackbone=Swin-T, Way=5, Shot=12026.05 | 78.94 | |
| MatchNetBackbone=ResNet-12, Way=5, Shot=52026.05 | 78.72 | |
| MetaOptNetBackbone=ResNet-18, Way=5, Shot=52026.05 | 78.63 | |
| Ours-ICABackbone=DINOv2-L, Components=128, Way=5, Shot=12026.05 | 78.24 | |
| AM3Backbone=ResNet-12, Way=5, Shot=52026.05 | 78.1 | |
| EuclideanN-way=5, K-shot=12026.05 | 76.92 | |
| SYNTRANSBackbone=ResNet-12, Way=5, Shot=12026.05 | 76.2 | |
| Ours-ICABackbone=DINOv2-L, Components=256, Way=5, Shot=12026.05 | 76.02 | |
| SMKDBackbone=ViT-S, Way=5, Shot=12026.05 | 74.28 | |
| 4S-FSLBackbone=ResNet-12, Way=5, Shot=12026.05 | 72.64 | |
| FewTUREBackbone=Swin-T, Way=5, Shot=12026.05 | 72.4 | |
| SP-CLIPBackbone=Visformer-T, Way=5, Shot=12026.05 | 72.31 | |
| Ours-ICABackbone=DINOv2-L, Components=512, Way=5, Shot=12026.05 | 72.11 | |
| LPE-CLIPBackbone=ResNet-12, Way=5, Shot=12026.05 | 71.64 | |
| KSTNETBackbone=ResNet-12, Way=5, Shot=12026.05 | 71.51 | |
| CVETBackbone=ResNet-12, Way=5, Shot=12026.05 | 70.19 | |
| KTNBackbone=ResNet-12, Way=5, Shot=52026.05 | 70.19 | |
| PC-FSLBackbone=ResNet-12, Way=5, Shot=12026.05 | 69.68 | |
| CACTUs-MAMLN-way=5, K-shot=502026.05 | 69.64 | |
| FGFLBackbone=ResNet-12, Way=5, Shot=12026.05 | 69.14 | |
| LASIUM-MAMLN-way=5, K-shot=502026.05 | 69.13 | |
| SEGABackbone=ResNet-12, Way=5, Shot=12026.05 | 69.04 | |
| SUNBackbone=ViT-S, Way=5, Shot=12026.05 | 67.8 | |
| RFSBackbone=SEResNet-12, Way=5, Shot=12026.05 | 67.73 | |
| UMTRAN-way=5, K-shot=502026.05 | 67.15 | |
| FEATBackbone=ResNet-12, Way=5, Shot=12026.05 | 66.78 | |
| MatchNetBackbone=ResNet-12, Way=5, Shot=12026.05 | 65.64 | |
| AM3Backbone=ResNet-12, Way=5, Shot=12026.05 | 65.3 | |
| LASIUM-MAMLN-way=5, K-shot=202026.05 | 65.17 | |
| LASIUM-ProtoNetsN-way=5, K-shot=502026.05 | 64.89 | |
| CACTUs-MAMLN-way=5, K-shot=202026.05 | 63.84 | |
| CACTUs-ProtoNetsN-way=5, K-shot=502026.05 | 63.55 | |
| Meta-BaselineBackbone=ResNet-12, Way=5, Shot=12026.05 | 63.17 | |
| MetaOptNetBackbone=ResNet-18, Way=5, Shot=12026.05 | 62.64 | |
| ProtoNetBackbone=ResNet-12, Way=5, Shot=12026.05 | 62.29 | |
| CACTUs-ProtoNetsN-way=5, K-shot=202026.05 | 61.54 | |
| KTNBackbone=ResNet-12, Way=5, Shot=12026.05 | 61.42 | |
| UMTRAN-way=5, K-shot=202026.05 | 61.11 | |
| LASIUM-ProtoNetsN-way=5, K-shot=202026.05 | 61.09 | |
| MAMLBackbone=ResNet-12, Way=5, Shot=12026.05 | 58.05 | |
| MAMLBackbone=ResNet-12, Way=5, Shot=52026.05 | 58.05 | |
| LASIUM-MAMLN-way=5, K-shot=52026.05 | 54.56 | |
| CACTUs-MAMLN-way=5, K-shot=52026.05 | 53.97 | |
| CACTUs-ProtoNetsN-way=5, K-shot=52026.05 | 53.36 | |
| LASIUM-ProtoNetsN-way=5, K-shot=52026.05 | 52.53 | |
| UMTRAN-way=5, K-shot=52026.05 | 50.73 | |
| LASIUM-MAMLN-way=5, K-shot=12026.05 | 40.19 | |
| LASIUM-ProtoNetsN-way=5, K-shot=12026.05 | 40.05 | |
| UMTRAN-way=5, K-shot=12026.05 | 39.93 | |
| CACTUs-MAMLN-way=5, K-shot=12026.05 | 39.9 | |
| CACTUs-ProtoNetsN-way=5, K-shot=12026.05 | 39.18 |