Image Classification on BSCD-FSL 8 Domains (test)
70.53CUB AccuracyConFT
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ConFTBackbone=ResNet10, N-way=5, K-shot=5, Fine-tuning in the target domain=true, Result source=Reproduced using official code2021.12 | 70.53 | 61.53 | 62.54 | 72.09 | 90.9 | 81.52 | 50.79 | 27.5 | 64.68 | |
| NSAE(CE+CE)Backbone=ResNet10, N-way=5, K-shot=52021.12 | 68.51 | 54.91 | 59.55 | 71.02 | 93.14 | 83.96 | 54.05 | 27.1 | 64.03 | |
| RDC-FTBackbone=ResNet10, N-way=5, K-shot=5, Use of labeled support and unlabeled query data=true2021.12 | 67.77 | 53.75 | 60.63 | 74.65 | 93.55 | 84.67 | 49.06 | 25.48 | 63.7 | |
| TPN+ATABackbone=ResNet10, N-way=5, K-shot=5, Use of labeled support and unlabeled query data=true2021.12 | 65.31 | 46.95 | 55.08 | 72.12 | 88.15 | 79.47 | 45.83 | 23.6 | 59.57 | |
| GNN+FTBackbone=ResNet10, N-way=5, K-shot=5, Reported in [46]=true2021.12 | 64.97 | 46.19 | 49.66 | 70.7 | 87.07 | 78.02 | 40.87 | 24.28 | 57.72 | |
| Fine-tuningBackbone=ResNet10, N-way=5, K-shot=5, Fine-tuning in the target domain=true, Reported in [46]=true2021.12 | 63.76 | 51.21 | 56.45 | 70.68 | 89.84 | 81.59 | 49.51 | 25.37 | 61.06 | |
| GNN+LRPBackbone=ResNet10, N-way=5, K-shot=5, Reported in [46]=true2021.12 | 62.86 | 46.07 | 50.31 | 71.38 | 86.15 | 77.14 | 44.14 | 24.53 | 57.82 | |
| RDC-FTBackbone=ResNet10, N-way=5, K-shot=1, Use of labeled support and unlabeled query data=true2021.12 | 51.2 | 39.13 | 44.33 | 61.5 | 86.33 | 71.57 | 35.84 | 22.27 | 51.53 | |
| TPN+ATABackbone=ResNet10, N-way=5, K-shot=1, Use of labeled support and unlabeled query data=true2021.12 | 50.26 | 34.18 | 39.83 | 57.03 | 77.82 | 65.94 | 34.7 | 21.67 | 47.68 | |
| ConFTBackbone=ResNet10, N-way=5, K-shot=1, Fine-tuning in the target domain=true, Result source=Reproduced using official code2021.12 | 45.57 | 39.11 | 43.09 | 49.97 | 69.71 | 64.79 | 34.47 | 23.31 | 46.25 | |
| GNN+FTBackbone=ResNet10, N-way=5, K-shot=1, Reported in [46]=true2021.12 | 45.5 | 32.25 | 32.56 | 53.44 | 60.74 | 55.53 | 30.22 | 22 | 41.53 | |
| GNN+LRPBackbone=ResNet10, N-way=5, K-shot=1, Reported in [46]=true2021.12 | 43.89 | 31.46 | 33.2 | 52.28 | 59.23 | 54.99 | 30.94 | 22.11 | 41.01 | |
| Fine-tuningBackbone=ResNet10, N-way=5, K-shot=1, Fine-tuning in the target domain=true, Reported in [46]=true2021.12 | 43.53 | 35.12 | 38.77 | 50.57 | 73.43 | 66.17 | 34.6 | 22.13 | 45.54 |