Few-Shot Image Classification on ImageNet FS (novel)
0.8256Top-5 AccKGTN-ens
Evaluation Results
| Method | Links | |
|---|---|---|
| KGTN-ensk (number of shots)=10, Backbone=ResNet-502022.11 | 0.8256 | |
| KGTN-Pearson Corrk (number of shots)=10, Backbone=ResNet-502022.11 | 0.823 | |
| KGTN-InnerProductk (number of shots)=10, Backbone=ResNet-502022.11 | 0.823 | |
| KGTN-CosSimk (number of shots)=10, Backbone=ResNet-502022.11 | 0.822 | |
| SGM w/ Gk (number of shots)=10, Backbone=ResNet-502022.11 | 0.82 | |
| SGMk (number of shots)=10, Backbone=ResNet-502022.11 | 0.819 | |
| KTCHk (number of shots)=10, Backbone=ResNet-502022.11 | 0.818 | |
| PMN w/ Gk (number of shots)=10, Backbone=ResNet-502022.11 | 0.814 | |
| AWGk (number of shots)=10, Backbone=ResNet-502022.11 | 0.803 | |
| IDeMe-Netk (number of shots)=10, Backbone=ResNet-502022.11 | 0.802 | |
| PMNk (number of shots)=10, Backbone=ResNet-502022.11 | 0.801 | |
| KGTN-ensk (number of shots)=5, Backbone=ResNet-502022.11 | 0.7883 | |
| SGM with graph regularisationk (number of shots)=5, Backbone=ResNet-502022.11 | 0.786 | |
| KGTN-Pearson Corrk (number of shots)=5, Backbone=ResNet-502022.11 | 0.785 | |
| KGTN-CosSimk (number of shots)=5, Backbone=ResNet-502022.11 | 0.784 | |
| KGTN-InnerProductk (number of shots)=5, Backbone=ResNet-502022.11 | 0.784 | |
| PNk (number of shots)=10, Backbone=ResNet-502022.11 | 0.781 | |
| LSDk (number of shots)=10, Backbone=ResNet-502022.11 | 0.776 | |
| KTCHk (number of shots)=5, Backbone=ResNet-502022.11 | 0.776 | |
| MNk (number of shots)=10, Backbone=ResNet-502022.11 | 0.774 | |
| SGMk (number of shots)=5, Backbone=ResNet-502022.11 | 0.774 | |
| PMN w/ Gk (number of shots)=5, Backbone=ResNet-502022.11 | 0.774 | |
| IDeMe-Netk (number of shots)=5, Backbone=ResNet-502022.11 | 0.774 | |
| SGM w/ Gk (number of shots)=5, Backbone=ResNet-502022.11 | 0.773 | |
| AWGk (number of shots)=5, Backbone=ResNet-502022.11 | 0.759 | |
| PMNk (number of shots)=5, Backbone=ResNet-502022.11 | 0.759 | |
| PNk (number of shots)=5, Backbone=ResNet-502022.11 | 0.744 | |
| LSDk (number of shots)=5, Backbone=ResNet-502022.11 | 0.738 | |
| MNk (number of shots)=5, Backbone=ResNet-502022.11 | 0.727 | |
| KGTN-ensk (number of shots)=2, Backbone=ResNet-502022.11 | 0.7148 | |
| KGTN-InnerProductk (number of shots)=2, Backbone=ResNet-502022.11 | 0.709 | |
| KGTN-Pearson Corrk (number of shots)=2, Backbone=ResNet-502022.11 | 0.706 | |
| KGTN-CosSimk (number of shots)=2, Backbone=ResNet-502022.11 | 0.704 | |
| SGM with graph regularisationk (number of shots)=2, Backbone=ResNet-502022.11 | 0.703 | |
| IDeMe-Netk (number of shots)=2, Backbone=ResNet-502022.11 | 0.696 | |
| KTCHk (number of shots)=2, Backbone=ResNet-502022.11 | 0.673 | |
| SGMk (number of shots)=2, Backbone=ResNet-502022.11 | 0.67 | |
| LSDk (number of shots)=2, Backbone=ResNet-502022.11 | 0.669 | |
| PMN w/ Gk (number of shots)=2, Backbone=ResNet-502022.11 | 0.668 | |
| AWGk (number of shots)=2, Backbone=ResNet-502022.11 | 0.655 | |
| PMNk (number of shots)=2, Backbone=ResNet-502022.11 | 0.652 | |
| SGM w/ Gk (number of shots)=2, Backbone=ResNet-502022.11 | 0.649 | |
| PNk (number of shots)=2, Backbone=ResNet-502022.11 | 0.64 | |
| MNk (number of shots)=2, Backbone=ResNet-502022.11 | 0.635 | |
| KGTN-ensk (number of shots)=1, Backbone=ResNet-502022.11 | 0.6273 | |
| KGTN-InnerProductk (number of shots)=1, Backbone=ResNet-502022.11 | 0.621 | |
| KGTN-Pearson Corrk (number of shots)=1, Backbone=ResNet-502022.11 | 0.615 | |
| KGTN-CosSimk (number of shots)=1, Backbone=ResNet-502022.11 | 0.614 | |
| SGM with graph regularisationk (number of shots)=1, Backbone=ResNet-502022.11 | 0.611 | |
| IDeMe-Netk (number of shots)=1, Backbone=ResNet-502022.11 | 0.601 | |
| KTCHk (number of shots)=1, Backbone=ResNet-502022.11 | 0.581 | |
| LSDk (number of shots)=1, Backbone=ResNet-502022.11 | 0.577 | |
| PMN w/ Gk (number of shots)=1, Backbone=ResNet-502022.11 | 0.547 | |
| SGMk (number of shots)=1, Backbone=ResNet-502022.11 | 0.543 | |
| AWGk (number of shots)=1, Backbone=ResNet-502022.11 | 0.539 | |
| MNk (number of shots)=1, Backbone=ResNet-502022.11 | 0.535 | |
| PMNk (number of shots)=1, Backbone=ResNet-502022.11 | 0.533 | |
| SGM w/ Gk (number of shots)=1, Backbone=ResNet-502022.11 | 0.529 | |
| PNk (number of shots)=1, Backbone=ResNet-502022.11 | 0.496 |