Few-Shot Image Classification on ImageNet FS (all)
83.6Top-5 AccSGM
Evaluation Results
| Method | Links | |
|---|---|---|
| SGMk (number of shots)=10, Backbone=ResNet-502022.11 | 83.6 | |
| SGM w/ Gk (number of shots)=10, Backbone=ResNet-502022.11 | 83.6 | |
| KGTN-CosSimk (number of shots)=10, Backbone=ResNet-502022.11 | 83.6 | |
| KGTN-Pearson Corrk (number of shots)=10, Backbone=ResNet-502022.11 | 83.5 | |
| KGTN-InnerProductk (number of shots)=10, Backbone=ResNet-502022.11 | 83.5 | |
| KGTN-ensk (number of shots)=10, Backbone=ResNet-502022.11 | 83.46 | |
| PMN w/ Gk (number of shots)=10, Backbone=ResNet-502022.11 | 82.8 | |
| AWGk (number of shots)=10, Backbone=ResNet-502022.11 | 82.1 | |
| PMNk (number of shots)=10, Backbone=ResNet-502022.11 | 81.7 | |
| KGTN-ensk (number of shots)=5, Backbone=ResNet-502022.11 | 81.12 | |
| KGTN-CosSimk (number of shots)=5, Backbone=ResNet-502022.11 | 80.9 | |
| KGTN-InnerProductk (number of shots)=5, Backbone=ResNet-502022.11 | 80.8 | |
| KGTN-Pearson Corrk (number of shots)=5, Backbone=ResNet-502022.11 | 80.7 | |
| MNk (number of shots)=10, Backbone=ResNet-502022.11 | 80.2 | |
| SGMk (number of shots)=5, Backbone=ResNet-502022.11 | 80.2 | |
| SGM w/ Gk (number of shots)=5, Backbone=ResNet-502022.11 | 80.2 | |
| PMN w/ Gk (number of shots)=5, Backbone=ResNet-502022.11 | 80.2 | |
| PNk (number of shots)=10, Backbone=ResNet-502022.11 | 80 | |
| AWGk (number of shots)=5, Backbone=ResNet-502022.11 | 79.1 | |
| PMNk (number of shots)=5, Backbone=ResNet-502022.11 | 78.8 | |
| PNk (number of shots)=5, Backbone=ResNet-502022.11 | 78 | |
| MNk (number of shots)=5, Backbone=ResNet-502022.11 | 77 | |
| KGTN-ensk (number of shots)=2, Backbone=ResNet-502022.11 | 75.45 | |
| KGTN-InnerProductk (number of shots)=2, Backbone=ResNet-502022.11 | 75.2 | |
| KGTN-CosSimk (number of shots)=2, Backbone=ResNet-502022.11 | 74.7 | |
| KGTN-Pearson Corrk (number of shots)=2, Backbone=ResNet-502022.11 | 74.4 | |
| PMN w/ Gk (number of shots)=2, Backbone=ResNet-502022.11 | 73.5 | |
| AWGk (number of shots)=2, Backbone=ResNet-502022.11 | 72.3 | |
| PMNk (number of shots)=2, Backbone=ResNet-502022.11 | 72.1 | |
| SGM w/ Gk (number of shots)=2, Backbone=ResNet-502022.11 | 71.9 | |
| SGMk (number of shots)=2, Backbone=ResNet-502022.11 | 71.6 | |
| PNk (number of shots)=2, Backbone=ResNet-502022.11 | 71.4 | |
| MNk (number of shots)=2, Backbone=ResNet-502022.11 | 71 | |
| KGTN-ensk (number of shots)=1, Backbone=ResNet-502022.11 | 68.58 | |
| KGTN-InnerProductk (number of shots)=1, Backbone=ResNet-502022.11 | 68.3 | |
| KGTN-CosSimk (number of shots)=1, Backbone=ResNet-502022.11 | 67.7 | |
| KGTN-Pearson Corrk (number of shots)=1, Backbone=ResNet-502022.11 | 67.5 | |
| PMN w/ Gk (number of shots)=1, Backbone=ResNet-502022.11 | 65.7 | |
| AWGk (number of shots)=1, Backbone=ResNet-502022.11 | 65.1 | |
| MNk (number of shots)=1, Backbone=ResNet-502022.11 | 64.9 | |
| PMNk (number of shots)=1, Backbone=ResNet-502022.11 | 64.8 | |
| SGM w/ Gk (number of shots)=1, Backbone=ResNet-502022.11 | 63.9 | |
| PNk (number of shots)=1, Backbone=ResNet-502022.11 | 61.4 | |
| SGMk (number of shots)=1, Backbone=ResNet-502022.11 | 60.7 |